Linear Model for structure prediction¶
import sys
import os
import torch
import torch.nn as nn
import torch.optim as optim
from torch.utils.data import DataLoader
from tqdm import tqdm
import numpy as np
from sklearn.metrics import accuracy_score
import esm
from esm.data import ESMStructuralSplitDataset
import matplotlib.pyplot as plt
current_dir = os.getcwd()
# Gehe einen Ordner nach oben
project_root = os.path.abspath(os.path.join(current_dir, '..'))
if project_root not in sys.path:
sys.path.append(project_root)
from helpers import helper
Config¶
DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
BATCH_SIZE = 4
LR = 1e-4
NUM_EPOCHS = 3
Load model¶
# Run this Block to load the pretrained model
model, alphabet = esm.pretrained.esm1_t6_43M_UR50S()
model = model.to(DEVICE)
model.eval()
ProteinBertModel(
(embed_tokens): Embedding(35, 768, padding_idx=1)
(layers): ModuleList(
(0-5): 6 x TransformerLayer(
(self_attn): MultiheadAttention(
(k_proj): Linear(in_features=768, out_features=768, bias=True)
(v_proj): Linear(in_features=768, out_features=768, bias=True)
(q_proj): Linear(in_features=768, out_features=768, bias=True)
(out_proj): Linear(in_features=768, out_features=768, bias=True)
)
(self_attn_layer_norm): ESM1LayerNorm()
(fc1): Linear(in_features=768, out_features=3072, bias=True)
(fc2): Linear(in_features=3072, out_features=768, bias=True)
(final_layer_norm): ESM1LayerNorm()
)
)
(contact_head): ContactPredictionHead(
(regression): Linear(in_features=72, out_features=1, bias=True)
(activation): Sigmoid()
)
(embed_positions): SinusoidalPositionalEmbedding()
)
# Run this Block to load the randomized model
untrained_model = helper.randomize_model(model)
model = model.to(DEVICE)
model.eval()
ProteinBertModel(
(embed_tokens): Embedding(35, 768, padding_idx=1)
(layers): ModuleList(
(0-5): 6 x TransformerLayer(
(self_attn): MultiheadAttention(
(k_proj): Linear(in_features=768, out_features=768, bias=True)
(v_proj): Linear(in_features=768, out_features=768, bias=True)
(q_proj): Linear(in_features=768, out_features=768, bias=True)
(out_proj): Linear(in_features=768, out_features=768, bias=True)
)
(self_attn_layer_norm): ESM1LayerNorm()
(fc1): Linear(in_features=768, out_features=3072, bias=True)
(fc2): Linear(in_features=3072, out_features=768, bias=True)
(final_layer_norm): ESM1LayerNorm()
)
)
(contact_head): ContactPredictionHead(
(regression): Linear(in_features=72, out_features=1, bias=True)
(activation): Sigmoid()
)
(embed_positions): SinusoidalPositionalEmbedding()
)
EMBED_DIM = model.args.embed_dim
LAYER_IDX = model.num_layers
Define stuff we need later
Motivation¶
One of the oldest assumptions of sequencing biology: The underlying structure of a protein is a hidden variable that influences the patterns observed in sequence data. And vice versa the patterns observed in the sequence data influence the dtructure of a protein. In short: Structural information is encoded in the sequences.
- secondary structure decides local choice and order of sequences
- tertiary decides over long range choice and order of sequences
Underlying general Hypothesis: Since 3d struture is encoded in the sequences. It is a logical hypothesis that via unsupervised learning the model learns to decode the hidden information about the secondary and tertiary strucure of the protein implicitly.
In the paper they start by using simple linear models on top of the learned respresentations to see whether or not even simple models can infer about structure using the learned representations. If they are able to do that that would be very impressive.
enabling a direct inspection of the structural content of representations.
By comparing representations of the Transformer before and after pretraining, we can identify the information that emerges as a result of the unsupervised learning
fivefold cross validation experiment to study generalization of structural information at the family, superfamily, and fold level.
- For each of the three levels, we construct a dataset of 15,297 protein structures using the SCOPe database.
Hypothesis 1: Linear Logistic Regression for secondary structure prediction¶
Via fivefold cross validation experiment
Define the DSSP Mapping which Encodes the Secondary structures as indexes such that we can do logistic regression¶
Welches DSSP mapping wird verwendet?
- H: α-Helix (Alpha helix)
- E: Extended Strand (Participates in a β-ladder/sheet)
- T: Turn (Hydrogen-bonded turn)
- S: Bend
- G: 310-Helix (Three-ten helix)
- B: β-Bridge (Residue in an isolated β-bridge)
- I: π-Helix (Pi helix)
- C or -: Coil (Irregular/Loop/None)
- P: theta-Helix
SS8_MAPPING = {
'H': 0, 'E': 1, 'T': 2, 'S': 3,
'G': 4, 'B': 5, 'I': 6, '-': 7, 'C': 7 #, 'P': 8
}
Define the hat model which will be put on the embeddings¶
This will must be trained with CrossEntropy then its equivalent to Logistic regression
class LinearProbeSSP(nn.Module):
def __init__(self, input_dim, num_classes=8):
super().__init__()
self.proj = nn.Linear(input_dim, num_classes)
def forward(self, x):
return self.proj(x)
Fun fact the collate_fn function is a bridge between the batch represented as a List of tupels bridging to a batch representation as one X y matrix, so it generates these matrices resolving issue like varying len(x1) =/= len(x2) for out model to handle [(x1,y1), (x2,y2), ...] -> X, y
class LinearProbeCollator:
def __init__(self, alphabet):
self.alphabet = alphabet
self.batch_converter = alphabet.get_batch_converter()
self.ss8_mapping = {
'H': 0, 'E': 1, 'T': 2, 'S': 3,
'G': 4, 'B': 5, 'I': 6, '-': 7, 'C': 7
}
self.ignore_index = -100
def _encode_ssp(self, ssp_str, max_len):
# Map string to indices
indices = [self.ss8_mapping.get(c, 7) for c in ssp_str]
# Wrap with ignore_index for <cls> and <eos> tokens
# The ESM model input is: [<cls>, seq..., <eos>, <pad>...]
padded_labels = [self.ignore_index] + indices + [self.ignore_index]
# --- ROBUSTNESS FIX ---
# 1. Truncate if the label is longer than the batch's max_len
# (Handles cases where batch_converter truncated the sequence)
if len(padded_labels) > max_len:
padded_labels = padded_labels[:max_len]
# 2. Pad if the label is shorter than the batch's max_len
padding_needed = max_len - len(padded_labels)
if padding_needed > 0:
padded_labels.extend([self.ignore_index] * padding_needed)
return torch.tensor(padded_labels, dtype=torch.long)
def __call__(self, batch):
# Filter None
batch = [item for item in batch if item is not None]
# 1. Prepare inputs for ESM converter: List of (id, seq_string)
raw_inputs = [(str(i), item['seq']) for i, item in enumerate(batch)]
# 2. Convert inputs: returns labels, sequences, and the PADDED tokens tensor
_, _, tokens = self.batch_converter(raw_inputs)
# 3. Prepare targets
# We MUST use the tokens size as the ground truth for dimensions
max_len = tokens.size(1)
target_labels = []
for item in batch:
# Get label string
ssp_str = item.get('ssp')
if ssp_str is None: ssp_str = item.get('label')
# Encode with strict length enforcement
target_labels.append(self._encode_ssp(ssp_str, max_len))
return {
'input_ids': tokens,
'labels': torch.stack(target_labels)
}
# Re-instantiate the collator with the fix
collator = LinearProbeCollator(alphabet)
Train Loop for every split level for 5 folds (Will train 15 models)¶
# Dict to store results
final_results = {level: [] for level in ['superfamily']}# , 'family', 'fold']}
criterion = nn.CrossEntropyLoss(ignore_index=-100)
for split_level in ['superfamily', 'family', 'fold']:
print(f"\n{'='*20}\nStarting Split Level: {split_level}\n{'='*20}")
# List to track accuracies for this specific split level (for the current loop)
fold_accuracies = []
for fold in ['0']: #, '1', '2', '3', '4']:
print(f" > Fold {fold}...")
# 1. Prepare Datasets
train_ds = ESMStructuralSplitDataset(
split_level=split_level,
cv_partition=fold,
split='train',
root_path='./data',
download=True
)
valid_ds = ESMStructuralSplitDataset(
split_level=split_level,
cv_partition=fold,
split='valid',
root_path='./data',
download=True
)
# 2. Prepare DataLoaders
train_loader = DataLoader(
train_ds,
batch_size=BATCH_SIZE,
shuffle=True,
collate_fn=collator,
num_workers=0
)
valid_loader = DataLoader(
valid_ds,
batch_size=BATCH_SIZE,
shuffle=False,
collate_fn=collator,
num_workers=0
)
# 3. Initialize model
probe = LinearProbeSSP(input_dim=EMBED_DIM).to(DEVICE)
optimizer = optim.Adam(probe.parameters(), lr=LR)
# 4. Training Loop
for epoch in range(NUM_EPOCHS):
# --- TRAIN ---
probe.train()
for batch in tqdm(train_loader, desc=f" Epoch {epoch+1} Train", leave=False):
if batch is None: continue
tokens = batch['input_ids'].to(DEVICE)
labels = batch['labels'].to(DEVICE)
print(tokens.shape, labels.shape)
with torch.no_grad():
results = model(tokens, repr_layers=[LAYER_IDX], return_contacts=False)
token_embeddings = results["representations"][LAYER_IDX]
optimizer.zero_grad()
logits = probe(token_embeddings)
loss = criterion(logits.view(-1, 8), labels.view(-1))
loss.backward()
optimizer.step()
# --- VALIDATION (After final epoch) ---
# We collect ALL targets and preds to use your specific snippet
probe.eval()
all_preds = []
all_targets = []
with torch.no_grad():
for batch in tqdm(valid_loader, desc=f" Validating Fold {fold}", leave=False):
if batch is None: continue
tokens = batch['input_ids'].to(DEVICE)
labels = batch['labels'].to(DEVICE)
results = model(tokens, repr_layers=[LAYER_IDX], return_contacts=False)
token_embeddings = results["representations"][LAYER_IDX]
logits = probe(token_embeddings)
# Get predictions
batch_preds = torch.argmax(logits, dim=-1)
# --- MASKING ---
# We must filter out the padding/-100 tokens to get valid accuracy
mask = (labels != -100)
# Extract only valid positions and move to CPU numpy
valid_preds = batch_preds[mask].cpu().numpy()
valid_labels = labels[mask].cpu().numpy()
all_preds.extend(valid_preds)
all_targets.extend(valid_labels)
# --- YOUR SNIPPET ---
# Calculate Q8 Accuracy for this fold
acc = accuracy_score(all_targets, all_preds)
fold_accuracies.append(acc)
print(f"Fold {fold} Accuracy: {acc:.4f}")
# Store the results for this split level
final_results[split_level] = fold_accuracies
==================== Starting Split Level: superfamily ==================== > Fold 0... Files already downloaded and verified Files already downloaded and verified
Epoch 1 Train: 0%| | 0/3008 [00:00<?, ?it/s]
torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 0%| | 1/3008 [00:02<2:04:28, 2.48s/it]
Epoch 1 Train: 0%| | 3/3008 [00:02<35:57, 1.39it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 0%| | 5/3008 [00:02<20:20, 2.46it/s]
Epoch 1 Train: 0%| | 6/3008 [00:03<16:32, 3.02it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 0%| | 7/3008 [00:03<13:26, 3.72it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 0%| | 9/3008 [00:03<09:43, 5.14it/s]
Epoch 1 Train: 0%| | 10/3008 [00:03<09:46, 5.11it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 485]) torch.Size([4, 485])
Epoch 1 Train: 0%| | 11/3008 [00:03<09:39, 5.18it/s]
Epoch 1 Train: 0%| | 12/3008 [00:03<08:31, 5.86it/s]
Epoch 1 Train: 0%| | 13/3008 [00:03<08:18, 6.00it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 509]) torch.Size([4, 509])
Epoch 1 Train: 0%| | 15/3008 [00:04<06:37, 7.53it/s]
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 353]) torch.Size([4, 353])
Epoch 1 Train: 1%| | 16/3008 [00:04<07:21, 6.77it/s]
torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 1%| | 17/3008 [00:04<06:58, 7.15it/s]
Epoch 1 Train: 1%| | 19/3008 [00:04<05:49, 8.56it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 1%| | 20/3008 [00:04<05:47, 8.59it/s]
Epoch 1 Train: 1%| | 21/3008 [00:04<05:38, 8.82it/s]
Epoch 1 Train: 1%| | 22/3008 [00:04<05:28, 9.08it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 1 Train: 1%| | 23/3008 [00:05<05:24, 9.19it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 1%| | 25/3008 [00:05<05:07, 9.72it/s]
Epoch 1 Train: 1%| | 26/3008 [00:05<05:17, 9.39it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 354]) torch.Size([4, 354])
Epoch 1 Train: 1%| | 28/3008 [00:05<05:07, 9.68it/s]
Epoch 1 Train: 1%| | 29/3008 [00:05<05:26, 9.13it/s]
Epoch 1 Train: 1%| | 31/3008 [00:05<04:58, 9.98it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 1 Train: 1%| | 32/3008 [00:06<05:06, 9.70it/s]
Epoch 1 Train: 1%| | 33/3008 [00:06<05:11, 9.56it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 1%| | 34/3008 [00:06<05:09, 9.60it/s]
Epoch 1 Train: 1%| | 35/3008 [00:06<05:20, 9.27it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 1 Train: 1%| | 36/3008 [00:06<05:24, 9.15it/s]
Epoch 1 Train: 1%| | 37/3008 [00:06<05:22, 9.21it/s]
torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 1 Train: 1%|▏ | 38/3008 [00:06<05:27, 9.07it/s]
Epoch 1 Train: 1%|▏ | 39/3008 [00:06<05:25, 9.14it/s]
torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 219]) torch.Size([4, 219])
Epoch 1 Train: 1%|▏ | 41/3008 [00:06<05:04, 9.74it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 1 Train: 1%|▏ | 43/3008 [00:07<05:03, 9.77it/s]
Epoch 1 Train: 1%|▏ | 44/3008 [00:07<05:42, 8.65it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 385]) torch.Size([4, 385])
Epoch 1 Train: 1%|▏ | 45/3008 [00:07<05:40, 8.71it/s]
Epoch 1 Train: 2%|▏ | 46/3008 [00:07<05:30, 8.97it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 1 Train: 2%|▏ | 47/3008 [00:07<05:33, 8.88it/s]
Epoch 1 Train: 2%|▏ | 48/3008 [00:07<05:25, 9.09it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 1 Train: 2%|▏ | 50/3008 [00:07<05:04, 9.73it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 230]) torch.Size([4, 230])
Epoch 1 Train: 2%|▏ | 52/3008 [00:08<04:53, 10.08it/s]
Epoch 1 Train: 2%|▏ | 54/3008 [00:08<04:43, 10.44it/s]
torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 1 Train: 2%|▏ | 56/3008 [00:08<04:30, 10.93it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 1 Train: 2%|▏ | 58/3008 [00:08<04:42, 10.43it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 2%|▏ | 60/3008 [00:08<04:52, 10.07it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 439]) torch.Size([4, 439])
Epoch 1 Train: 2%|▏ | 62/3008 [00:09<04:49, 10.16it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 1 Train: 2%|▏ | 64/3008 [00:09<04:58, 9.86it/s]
Epoch 1 Train: 2%|▏ | 65/3008 [00:09<05:07, 9.58it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 429]) torch.Size([4, 429])
Epoch 1 Train: 2%|▏ | 67/3008 [00:09<05:00, 9.79it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 1 Train: 2%|▏ | 68/3008 [00:09<05:06, 9.59it/s]
Epoch 1 Train: 2%|▏ | 69/3008 [00:09<05:23, 9.09it/s]
torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 2%|▏ | 70/3008 [00:09<05:16, 9.28it/s]
Epoch 1 Train: 2%|▏ | 71/3008 [00:10<05:14, 9.35it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 1 Train: 2%|▏ | 72/3008 [00:10<05:15, 9.31it/s]
Epoch 1 Train: 2%|▏ | 73/3008 [00:10<05:10, 9.46it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 2%|▏ | 74/3008 [00:10<05:16, 9.28it/s]
Epoch 1 Train: 2%|▏ | 75/3008 [00:10<05:26, 8.97it/s]
torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 1 Train: 3%|▎ | 76/3008 [00:10<05:21, 9.11it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 3%|▎ | 78/3008 [00:10<05:14, 9.33it/s]
Epoch 1 Train: 3%|▎ | 79/3008 [00:10<05:10, 9.43it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 1 Train: 3%|▎ | 81/3008 [00:11<04:51, 10.06it/s]
Epoch 1 Train: 3%|▎ | 83/3008 [00:11<04:38, 10.49it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 3%|▎ | 85/3008 [00:11<04:56, 9.87it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 193]) torch.Size([4, 193])
Epoch 1 Train: 3%|▎ | 86/3008 [00:11<05:05, 9.55it/s]
torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 3%|▎ | 88/3008 [00:11<04:59, 9.74it/s]
Epoch 1 Train: 3%|▎ | 89/3008 [00:11<05:20, 9.12it/s]
Epoch 1 Train: 3%|▎ | 90/3008 [00:12<05:15, 9.26it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 3%|▎ | 92/3008 [00:12<04:55, 9.88it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 413]) torch.Size([4, 413])
Epoch 1 Train: 3%|▎ | 94/3008 [00:12<04:54, 9.90it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 1 Train: 3%|▎ | 96/3008 [00:12<04:53, 9.93it/s]
Epoch 1 Train: 3%|▎ | 97/3008 [00:12<04:53, 9.93it/s]
Epoch 1 Train: 3%|▎ | 99/3008 [00:12<04:46, 10.16it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 407]) torch.Size([4, 407])
Epoch 1 Train: 3%|▎ | 101/3008 [00:13<05:00, 9.68it/s]
torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 3%|▎ | 103/3008 [00:13<04:49, 10.02it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 379]) torch.Size([4, 379])
Epoch 1 Train: 3%|▎ | 105/3008 [00:13<04:53, 9.89it/s]
Epoch 1 Train: 4%|▎ | 106/3008 [00:13<04:53, 9.90it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 4%|▎ | 108/3008 [00:13<04:45, 10.15it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 4%|▎ | 110/3008 [00:14<04:56, 9.76it/s]
Epoch 1 Train: 4%|▎ | 111/3008 [00:14<05:04, 9.53it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 4%|▎ | 112/3008 [00:14<05:18, 9.08it/s]
Epoch 1 Train: 4%|▍ | 113/3008 [00:14<05:31, 8.74it/s]
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 1 Train: 4%|▍ | 114/3008 [00:14<05:41, 8.48it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 1 Train: 4%|▍ | 116/3008 [00:14<05:21, 9.00it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 614]) torch.Size([4, 614])
Epoch 1 Train: 4%|▍ | 118/3008 [00:15<05:34, 8.63it/s]
Epoch 1 Train: 4%|▍ | 120/3008 [00:15<05:09, 9.34it/s]
torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 398]) torch.Size([4, 398])
Epoch 1 Train: 4%|▍ | 122/3008 [00:15<04:59, 9.63it/s]
Epoch 1 Train: 4%|▍ | 123/3008 [00:15<05:07, 9.38it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 581]) torch.Size([4, 581])
Epoch 1 Train: 4%|▍ | 124/3008 [00:15<05:11, 9.25it/s]
Epoch 1 Train: 4%|▍ | 126/3008 [00:15<04:54, 9.80it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 1 Train: 4%|▍ | 127/3008 [00:15<04:58, 9.64it/s]
Epoch 1 Train: 4%|▍ | 129/3008 [00:16<04:42, 10.19it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 4%|▍ | 131/3008 [00:16<04:51, 9.86it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 483]) torch.Size([4, 483])
Epoch 1 Train: 4%|▍ | 132/3008 [00:16<05:23, 8.89it/s]
Epoch 1 Train: 4%|▍ | 134/3008 [00:16<04:57, 9.68it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 306]) torch.Size([4, 306])
Epoch 1 Train: 4%|▍ | 135/3008 [00:16<05:00, 9.56it/s]
Epoch 1 Train: 5%|▍ | 136/3008 [00:16<05:13, 9.16it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 429]) torch.Size([4, 429])
Epoch 1 Train: 5%|▍ | 138/3008 [00:17<04:53, 9.76it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 322]) torch.Size([4, 322])
Epoch 1 Train: 5%|▍ | 140/3008 [00:17<04:49, 9.91it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 141]) torch.Size([4, 141])
Epoch 1 Train: 5%|▍ | 142/3008 [00:17<04:54, 9.73it/s]
Epoch 1 Train: 5%|▍ | 144/3008 [00:17<04:36, 10.38it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 1 Train: 5%|▍ | 146/3008 [00:17<04:33, 10.48it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 1 Train: 5%|▍ | 148/3008 [00:18<04:46, 9.98it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 5%|▍ | 150/3008 [00:18<04:45, 10.00it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 5%|▌ | 152/3008 [00:18<04:45, 9.99it/s]
Epoch 1 Train: 5%|▌ | 154/3008 [00:18<04:42, 10.11it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 138]) torch.Size([4, 138])
Epoch 1 Train: 5%|▌ | 156/3008 [00:18<04:59, 9.53it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 1 Train: 5%|▌ | 157/3008 [00:19<05:06, 9.29it/s]
torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 162]) torch.Size([4, 162])
Epoch 1 Train: 5%|▌ | 159/3008 [00:19<05:07, 9.28it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 5%|▌ | 161/3008 [00:19<05:08, 9.23it/s]
Epoch 1 Train: 5%|▌ | 162/3008 [00:19<05:15, 9.03it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 5%|▌ | 164/3008 [00:19<05:02, 9.40it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 6%|▌ | 166/3008 [00:19<05:10, 9.16it/s]
torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 1 Train: 6%|▌ | 168/3008 [00:20<05:21, 8.83it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 6%|▌ | 170/3008 [00:20<05:16, 8.95it/s]
Epoch 1 Train: 6%|▌ | 172/3008 [00:20<04:56, 9.55it/s]
torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 6%|▌ | 173/3008 [00:20<04:54, 9.62it/s]
Epoch 1 Train: 6%|▌ | 174/3008 [00:20<05:00, 9.42it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 6%|▌ | 175/3008 [00:20<05:05, 9.28it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 6%|▌ | 177/3008 [00:21<05:03, 9.33it/s]
Epoch 1 Train: 6%|▌ | 179/3008 [00:21<04:38, 10.16it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 1 Train: 6%|▌ | 181/3008 [00:21<04:54, 9.60it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 483]) torch.Size([4, 483])
Epoch 1 Train: 6%|▌ | 182/3008 [00:21<04:54, 9.59it/s]
Epoch 1 Train: 6%|▌ | 183/3008 [00:21<04:55, 9.58it/s]
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 1 Train: 6%|▌ | 184/3008 [00:21<04:54, 9.58it/s]
Epoch 1 Train: 6%|▌ | 185/3008 [00:21<04:55, 9.56it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 6%|▌ | 187/3008 [00:22<04:36, 10.20it/s]
Epoch 1 Train: 6%|▋ | 189/3008 [00:22<04:23, 10.69it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 6%|▋ | 191/3008 [00:22<04:20, 10.81it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 6%|▋ | 193/3008 [00:22<04:15, 11.04it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 6%|▋ | 195/3008 [00:22<04:26, 10.56it/s]
Epoch 1 Train: 7%|▋ | 197/3008 [00:23<04:25, 10.60it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 7%|▋ | 199/3008 [00:23<04:25, 10.57it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 657]) torch.Size([4, 657])
Epoch 1 Train: 7%|▋ | 201/3008 [00:23<04:53, 9.57it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 7%|▋ | 202/3008 [00:23<04:56, 9.45it/s]
Epoch 1 Train: 7%|▋ | 204/3008 [00:23<04:27, 10.49it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 100]) torch.Size([4, 100])
Epoch 1 Train: 7%|▋ | 206/3008 [00:23<04:32, 10.28it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 7%|▋ | 208/3008 [00:24<04:47, 9.74it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 1 Train: 7%|▋ | 210/3008 [00:24<05:11, 8.98it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 7%|▋ | 212/3008 [00:24<04:50, 9.61it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 445]) torch.Size([4, 445])
Epoch 1 Train: 7%|▋ | 214/3008 [00:24<05:13, 8.90it/s]
Epoch 1 Train: 7%|▋ | 216/3008 [00:25<04:49, 9.66it/s]
torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 1 Train: 7%|▋ | 218/3008 [00:25<04:45, 9.79it/s]
torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 1 Train: 7%|▋ | 220/3008 [00:25<05:12, 8.92it/s]
torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 399]) torch.Size([4, 399])
Epoch 1 Train: 7%|▋ | 222/3008 [00:25<04:43, 9.82it/s]
Epoch 1 Train: 7%|▋ | 224/3008 [00:25<04:23, 10.56it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 1 Train: 8%|▊ | 226/3008 [00:26<04:13, 10.97it/s]
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 448]) torch.Size([4, 448])
Epoch 1 Train: 8%|▊ | 228/3008 [00:26<04:25, 10.48it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 8%|▊ | 230/3008 [00:26<04:35, 10.10it/s]
Epoch 1 Train: 8%|▊ | 232/3008 [00:26<04:29, 10.29it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 8%|▊ | 234/3008 [00:26<04:26, 10.41it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 451]) torch.Size([4, 451])
Epoch 1 Train: 8%|▊ | 236/3008 [00:27<04:53, 9.44it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 1 Train: 8%|▊ | 237/3008 [00:27<05:02, 9.17it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 1 Train: 8%|▊ | 239/3008 [00:27<04:50, 9.53it/s]
Epoch 1 Train: 8%|▊ | 240/3008 [00:27<05:01, 9.19it/s]
Epoch 1 Train: 8%|▊ | 241/3008 [00:27<05:10, 8.90it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 541]) torch.Size([4, 541])
Epoch 1 Train: 8%|▊ | 242/3008 [00:27<05:05, 9.06it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 178]) torch.Size([4, 178])
Epoch 1 Train: 8%|▊ | 244/3008 [00:27<05:03, 9.11it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 1 Train: 8%|▊ | 246/3008 [00:28<04:55, 9.35it/s]
Epoch 1 Train: 8%|▊ | 248/3008 [00:28<04:35, 10.01it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 1 Train: 8%|▊ | 249/3008 [00:28<04:44, 9.70it/s]
Epoch 1 Train: 8%|▊ | 250/3008 [00:28<04:45, 9.66it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 8%|▊ | 252/3008 [00:28<04:25, 10.38it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 8%|▊ | 254/3008 [00:28<04:26, 10.33it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 9%|▊ | 256/3008 [00:29<04:33, 10.05it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 1 Train: 9%|▊ | 258/3008 [00:29<04:39, 9.82it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 9%|▊ | 260/3008 [00:29<04:33, 10.04it/s]
Epoch 1 Train: 9%|▊ | 262/3008 [00:29<04:33, 10.02it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 9%|▉ | 264/3008 [00:29<04:22, 10.46it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 199]) torch.Size([4, 199])
Epoch 1 Train: 9%|▉ | 266/3008 [00:30<04:15, 10.73it/s]
torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 1 Train: 9%|▉ | 268/3008 [00:30<04:21, 10.48it/s]
Epoch 1 Train: 9%|▉ | 270/3008 [00:30<04:25, 10.32it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 9%|▉ | 272/3008 [00:30<04:57, 9.20it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 9%|▉ | 274/3008 [00:30<04:47, 9.50it/s]
Epoch 1 Train: 9%|▉ | 275/3008 [00:31<04:45, 9.58it/s]
Epoch 1 Train: 9%|▉ | 277/3008 [00:31<04:26, 10.23it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 9%|▉ | 279/3008 [00:31<05:00, 9.08it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 477]) torch.Size([4, 477])
Epoch 1 Train: 9%|▉ | 280/3008 [00:31<05:13, 8.70it/s]
Epoch 1 Train: 9%|▉ | 282/3008 [00:31<04:50, 9.38it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 416]) torch.Size([4, 416])
Epoch 1 Train: 9%|▉ | 284/3008 [00:32<04:39, 9.73it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 10%|▉ | 286/3008 [00:32<04:55, 9.22it/s]
Epoch 1 Train: 10%|▉ | 288/3008 [00:32<04:32, 9.98it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 10%|▉ | 290/3008 [00:32<05:19, 8.51it/s]
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 1 Train: 10%|▉ | 291/3008 [00:32<05:22, 8.42it/s]
Epoch 1 Train: 10%|▉ | 292/3008 [00:32<05:31, 8.19it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 524]) torch.Size([4, 524])
Epoch 1 Train: 10%|▉ | 293/3008 [00:33<05:35, 8.10it/s]
Epoch 1 Train: 10%|▉ | 294/3008 [00:33<05:22, 8.40it/s]
torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 10%|▉ | 295/3008 [00:33<05:16, 8.57it/s]
Epoch 1 Train: 10%|▉ | 296/3008 [00:33<05:34, 8.11it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 10%|▉ | 297/3008 [00:33<05:23, 8.37it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 1 Train: 10%|▉ | 299/3008 [00:33<05:25, 8.31it/s]
Epoch 1 Train: 10%|█ | 301/3008 [00:34<04:57, 9.10it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 10%|█ | 303/3008 [00:34<04:39, 9.69it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 10%|█ | 305/3008 [00:34<04:25, 10.19it/s]
Epoch 1 Train: 10%|█ | 307/3008 [00:34<04:20, 10.36it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 1 Train: 10%|█ | 309/3008 [00:34<05:33, 8.08it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 10%|█ | 310/3008 [00:35<05:47, 7.77it/s]
Epoch 1 Train: 10%|█ | 312/3008 [00:35<05:13, 8.60it/s]
torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 690]) torch.Size([4, 690]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 10%|█ | 314/3008 [00:35<04:54, 9.14it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 1 Train: 11%|█ | 316/3008 [00:35<04:30, 9.96it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 11%|█ | 318/3008 [00:35<04:41, 9.57it/s]
Epoch 1 Train: 11%|█ | 320/3008 [00:36<04:22, 10.23it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 11%|█ | 322/3008 [00:36<04:17, 10.42it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 11%|█ | 324/3008 [00:36<04:17, 10.43it/s]
Epoch 1 Train: 11%|█ | 326/3008 [00:36<04:08, 10.79it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 11%|█ | 328/3008 [00:36<04:18, 10.38it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 559]) torch.Size([4, 559])
Epoch 1 Train: 11%|█ | 330/3008 [00:36<04:34, 9.74it/s]
Epoch 1 Train: 11%|█ | 332/3008 [00:37<04:22, 10.21it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 502]) torch.Size([4, 502])
Epoch 1 Train: 11%|█ | 334/3008 [00:37<04:12, 10.61it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 11%|█ | 336/3008 [00:37<04:33, 9.76it/s]
Epoch 1 Train: 11%|█ | 338/3008 [00:37<04:20, 10.24it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 11%|█▏ | 340/3008 [00:37<04:00, 11.10it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 11%|█▏ | 342/3008 [00:38<03:55, 11.32it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 11%|█▏ | 344/3008 [00:38<04:03, 10.93it/s]
Epoch 1 Train: 12%|█▏ | 346/3008 [00:38<04:13, 10.51it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 12%|█▏ | 348/3008 [00:38<04:29, 9.87it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 12%|█▏ | 350/3008 [00:38<04:18, 10.27it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 512]) torch.Size([4, 512])
Epoch 1 Train: 12%|█▏ | 352/3008 [00:39<04:01, 11.00it/s]
Epoch 1 Train: 12%|█▏ | 354/3008 [00:39<04:04, 10.83it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 1 Train: 12%|█▏ | 356/3008 [00:39<04:09, 10.61it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 12%|█▏ | 358/3008 [00:39<04:08, 10.65it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 12%|█▏ | 360/3008 [00:39<04:24, 10.00it/s]
torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 12%|█▏ | 362/3008 [00:40<04:28, 9.87it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 12%|█▏ | 364/3008 [00:40<04:24, 10.00it/s]
Epoch 1 Train: 12%|█▏ | 366/3008 [00:40<04:16, 10.30it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 12%|█▏ | 368/3008 [00:40<04:13, 10.42it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 1 Train: 12%|█▏ | 370/3008 [00:40<04:15, 10.34it/s]
Epoch 1 Train: 12%|█▏ | 372/3008 [00:41<04:19, 10.16it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 12%|█▏ | 374/3008 [00:41<04:12, 10.44it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 12%|█▎ | 376/3008 [00:41<04:18, 10.19it/s]
torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 13%|█▎ | 378/3008 [00:41<04:22, 10.00it/s]
torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 13%|█▎ | 380/3008 [00:41<04:42, 9.30it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 13%|█▎ | 382/3008 [00:42<04:46, 9.18it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 1 Train: 13%|█▎ | 384/3008 [00:42<04:42, 9.29it/s]
Epoch 1 Train: 13%|█▎ | 385/3008 [00:42<04:49, 9.06it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 13%|█▎ | 387/3008 [00:42<04:29, 9.71it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 144]) torch.Size([4, 144])
Epoch 1 Train: 13%|█▎ | 388/3008 [00:42<04:40, 9.34it/s]
Epoch 1 Train: 13%|█▎ | 389/3008 [00:42<04:49, 9.05it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 13%|█▎ | 391/3008 [00:43<04:44, 9.20it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 13%|█▎ | 392/3008 [00:43<04:44, 9.20it/s]
Epoch 1 Train: 13%|█▎ | 393/3008 [00:43<04:42, 9.27it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 1 Train: 13%|█▎ | 395/3008 [00:43<04:29, 9.69it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 1 Train: 13%|█▎ | 397/3008 [00:43<04:08, 10.52it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 13%|█▎ | 399/3008 [00:43<04:22, 9.94it/s]
Epoch 1 Train: 13%|█▎ | 400/3008 [00:43<04:26, 9.78it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 1 Train: 13%|█▎ | 401/3008 [00:44<04:41, 9.25it/s]
Epoch 1 Train: 13%|█▎ | 402/3008 [00:44<04:40, 9.30it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 1 Train: 13%|█▎ | 403/3008 [00:44<05:00, 8.67it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 1 Train: 13%|█▎ | 405/3008 [00:44<04:53, 8.87it/s]
Epoch 1 Train: 13%|█▎ | 406/3008 [00:44<05:04, 8.55it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 447]) torch.Size([4, 447])
Epoch 1 Train: 14%|█▎ | 408/3008 [00:44<05:03, 8.57it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 1 Train: 14%|█▎ | 410/3008 [00:45<04:41, 9.22it/s]
torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 14%|█▎ | 412/3008 [00:45<04:48, 9.01it/s]
Epoch 1 Train: 14%|█▎ | 413/3008 [00:45<04:43, 9.17it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 14%|█▍ | 414/3008 [00:45<04:45, 9.09it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 1 Train: 14%|█▍ | 416/3008 [00:45<04:34, 9.44it/s]
Epoch 1 Train: 14%|█▍ | 417/3008 [00:45<04:46, 9.04it/s]
Epoch 1 Train: 14%|█▍ | 418/3008 [00:45<04:48, 8.98it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 14%|█▍ | 419/3008 [00:46<04:50, 8.91it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 14%|█▍ | 421/3008 [00:46<04:52, 8.85it/s]
torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 357]) torch.Size([4, 357])
Epoch 1 Train: 14%|█▍ | 423/3008 [00:46<04:39, 9.23it/s]
Epoch 1 Train: 14%|█▍ | 424/3008 [00:46<04:36, 9.36it/s]
Epoch 1 Train: 14%|█▍ | 425/3008 [00:46<04:33, 9.43it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 14%|█▍ | 426/3008 [00:46<04:34, 9.41it/s]
Epoch 1 Train: 14%|█▍ | 427/3008 [00:46<04:32, 9.47it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 1 Train: 14%|█▍ | 428/3008 [00:47<04:31, 9.49it/s]
Epoch 1 Train: 14%|█▍ | 429/3008 [00:47<04:30, 9.55it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 1 Train: 14%|█▍ | 430/3008 [00:47<04:30, 9.52it/s]
Epoch 1 Train: 14%|█▍ | 431/3008 [00:47<04:40, 9.19it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 14%|█▍ | 432/3008 [00:47<04:41, 9.15it/s]
Epoch 1 Train: 14%|█▍ | 433/3008 [00:47<04:34, 9.38it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 150]) torch.Size([4, 150])
Epoch 1 Train: 14%|█▍ | 435/3008 [00:47<04:46, 8.98it/s]
Epoch 1 Train: 15%|█▍ | 437/3008 [00:47<04:14, 10.11it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 1 Train: 15%|█▍ | 439/3008 [00:48<04:20, 9.86it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 15%|█▍ | 440/3008 [00:48<04:25, 9.68it/s]
Epoch 1 Train: 15%|█▍ | 441/3008 [00:48<04:25, 9.68it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 1 Train: 15%|█▍ | 443/3008 [00:48<04:26, 9.63it/s]
Epoch 1 Train: 15%|█▍ | 444/3008 [00:48<04:24, 9.70it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 1 Train: 15%|█▍ | 445/3008 [00:48<04:34, 9.35it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 166]) torch.Size([4, 166])
Epoch 1 Train: 15%|█▍ | 447/3008 [00:49<04:25, 9.65it/s]
Epoch 1 Train: 15%|█▍ | 448/3008 [00:49<04:39, 9.17it/s]
Epoch 1 Train: 15%|█▍ | 449/3008 [00:49<04:41, 9.09it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 1 Train: 15%|█▍ | 451/3008 [00:49<04:14, 10.06it/s]
Epoch 1 Train: 15%|█▌ | 452/3008 [00:49<04:21, 9.79it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 1 Train: 15%|█▌ | 453/3008 [00:49<04:28, 9.52it/s]
Epoch 1 Train: 15%|█▌ | 455/3008 [00:49<04:06, 10.37it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 1 Train: 15%|█▌ | 457/3008 [00:50<04:22, 9.72it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 15%|█▌ | 458/3008 [00:50<04:24, 9.64it/s]
Epoch 1 Train: 15%|█▌ | 459/3008 [00:50<04:44, 8.95it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 560]) torch.Size([4, 560])
Epoch 1 Train: 15%|█▌ | 460/3008 [00:50<05:03, 8.38it/s]
Epoch 1 Train: 15%|█▌ | 461/3008 [00:50<04:59, 8.51it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 1 Train: 15%|█▌ | 463/3008 [00:50<04:37, 9.16it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 499]) torch.Size([4, 499])
Epoch 1 Train: 15%|█▌ | 464/3008 [00:50<04:33, 9.31it/s]
Epoch 1 Train: 15%|█▌ | 465/3008 [00:50<04:28, 9.46it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 1 Train: 15%|█▌ | 466/3008 [00:51<04:27, 9.50it/s]
Epoch 1 Train: 16%|█▌ | 467/3008 [00:51<04:28, 9.45it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 16%|█▌ | 468/3008 [00:51<04:26, 9.53it/s]
Epoch 1 Train: 16%|█▌ | 469/3008 [00:51<04:28, 9.44it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 16%|█▌ | 471/3008 [00:51<04:13, 10.03it/s]
Epoch 1 Train: 16%|█▌ | 472/3008 [00:51<04:36, 9.17it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 16%|█▌ | 473/3008 [00:51<04:34, 9.22it/s]
Epoch 1 Train: 16%|█▌ | 474/3008 [00:51<04:44, 8.92it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 408]) torch.Size([4, 408])
Epoch 1 Train: 16%|█▌ | 475/3008 [00:52<04:43, 8.92it/s]
Epoch 1 Train: 16%|█▌ | 476/3008 [00:52<05:03, 8.34it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 481]) torch.Size([4, 481])
Epoch 1 Train: 16%|█▌ | 477/3008 [00:52<04:49, 8.75it/s]
Epoch 1 Train: 16%|█▌ | 478/3008 [00:52<05:07, 8.23it/s]
torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 16%|█▌ | 479/3008 [00:52<05:12, 8.10it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 1 Train: 16%|█▌ | 481/3008 [00:52<04:51, 8.68it/s]
Epoch 1 Train: 16%|█▌ | 482/3008 [00:52<04:53, 8.61it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 16%|█▌ | 483/3008 [00:52<04:42, 8.93it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 16%|█▌ | 485/3008 [00:53<04:31, 9.30it/s]
Epoch 1 Train: 16%|█▌ | 486/3008 [00:53<04:29, 9.37it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 1 Train: 16%|█▌ | 488/3008 [00:53<04:20, 9.69it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 520]) torch.Size([4, 520])
Epoch 1 Train: 16%|█▋ | 490/3008 [00:53<04:18, 9.73it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 16%|█▋ | 492/3008 [00:53<04:22, 9.60it/s]
Epoch 1 Train: 16%|█▋ | 494/3008 [00:54<04:03, 10.34it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 1 Train: 16%|█▋ | 496/3008 [00:54<03:53, 10.74it/s]
torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 17%|█▋ | 498/3008 [00:54<04:15, 9.83it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 731]) torch.Size([4, 731])
Epoch 1 Train: 17%|█▋ | 500/3008 [00:54<04:12, 9.92it/s]
Epoch 1 Train: 17%|█▋ | 502/3008 [00:54<04:15, 9.80it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 17%|█▋ | 504/3008 [00:55<03:55, 10.62it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 1 Train: 17%|█▋ | 506/3008 [00:55<04:07, 10.11it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 17%|█▋ | 508/3008 [00:55<04:23, 9.47it/s]
Epoch 1 Train: 17%|█▋ | 510/3008 [00:55<04:10, 9.97it/s]
torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 17%|█▋ | 512/3008 [00:55<04:12, 9.90it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 1 Train: 17%|█▋ | 514/3008 [00:56<04:17, 9.68it/s]
torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 156]) torch.Size([4, 156])
Epoch 1 Train: 17%|█▋ | 516/3008 [00:56<03:59, 10.40it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 17%|█▋ | 518/3008 [00:56<04:03, 10.23it/s]
Epoch 1 Train: 17%|█▋ | 520/3008 [00:56<03:59, 10.40it/s]
torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 17%|█▋ | 522/3008 [00:56<04:07, 10.03it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 183]) torch.Size([4, 183])
Epoch 1 Train: 17%|█▋ | 524/3008 [00:57<04:04, 10.16it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 482]) torch.Size([4, 482])
Epoch 1 Train: 17%|█▋ | 526/3008 [00:57<04:09, 9.97it/s]
Epoch 1 Train: 18%|█▊ | 528/3008 [00:57<04:01, 10.27it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 18%|█▊ | 530/3008 [00:57<04:01, 10.27it/s]
torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 1 Train: 18%|█▊ | 532/3008 [00:57<04:01, 10.25it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 18%|█▊ | 534/3008 [00:58<04:10, 9.86it/s]
Epoch 1 Train: 18%|█▊ | 535/3008 [00:58<04:16, 9.66it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 1 Train: 18%|█▊ | 537/3008 [00:58<04:01, 10.22it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 18%|█▊ | 539/3008 [00:58<04:04, 10.10it/s]
torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 18%|█▊ | 541/3008 [00:58<04:08, 9.93it/s]
Epoch 1 Train: 18%|█▊ | 542/3008 [00:58<04:08, 9.93it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 454]) torch.Size([4, 454])
Epoch 1 Train: 18%|█▊ | 543/3008 [00:58<04:14, 9.67it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 1 Train: 18%|█▊ | 545/3008 [00:59<04:14, 9.68it/s]
Epoch 1 Train: 18%|█▊ | 546/3008 [00:59<04:14, 9.69it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 18%|█▊ | 547/3008 [00:59<04:17, 9.55it/s]
Epoch 1 Train: 18%|█▊ | 549/3008 [00:59<03:55, 10.46it/s]
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 18%|█▊ | 551/3008 [00:59<03:51, 10.60it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 451]) torch.Size([4, 451])
Epoch 1 Train: 18%|█▊ | 553/3008 [00:59<04:08, 9.86it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 1 Train: 18%|█▊ | 554/3008 [01:00<04:09, 9.83it/s]
Epoch 1 Train: 18%|█▊ | 555/3008 [01:00<04:13, 9.69it/s]
Epoch 1 Train: 18%|█▊ | 556/3008 [01:00<04:18, 9.48it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 19%|█▊ | 558/3008 [01:00<04:12, 9.68it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 1 Train: 19%|█▊ | 559/3008 [01:00<04:18, 9.48it/s]
Epoch 1 Train: 19%|█▊ | 560/3008 [01:00<04:32, 8.97it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 19%|█▊ | 562/3008 [01:00<04:02, 10.09it/s]
Epoch 1 Train: 19%|█▊ | 563/3008 [01:00<04:05, 9.95it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 469]) torch.Size([4, 469])
Epoch 1 Train: 19%|█▉ | 565/3008 [01:01<04:01, 10.11it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 164]) torch.Size([4, 164])
Epoch 1 Train: 19%|█▉ | 566/3008 [01:01<04:18, 9.44it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 1 Train: 19%|█▉ | 568/3008 [01:01<04:21, 9.34it/s]
Epoch 1 Train: 19%|█▉ | 570/3008 [01:01<04:04, 9.98it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 19%|█▉ | 572/3008 [01:01<03:56, 10.32it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 19%|█▉ | 574/3008 [01:02<04:02, 10.03it/s]
Epoch 1 Train: 19%|█▉ | 576/3008 [01:02<03:49, 10.61it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 174]) torch.Size([4, 174])
Epoch 1 Train: 19%|█▉ | 578/3008 [01:02<04:13, 9.57it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 19%|█▉ | 579/3008 [01:02<04:16, 9.48it/s]
Epoch 1 Train: 19%|█▉ | 581/3008 [01:02<04:02, 10.00it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 19%|█▉ | 583/3008 [01:03<04:01, 10.02it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 19%|█▉ | 585/3008 [01:03<04:07, 9.78it/s]
Epoch 1 Train: 19%|█▉ | 586/3008 [01:03<04:08, 9.76it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 20%|█▉ | 587/3008 [01:03<04:13, 9.56it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 20%|█▉ | 589/3008 [01:03<05:49, 6.92it/s]
Epoch 1 Train: 20%|█▉ | 591/3008 [01:04<04:46, 8.43it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 20%|█▉ | 593/3008 [01:04<04:21, 9.25it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 20%|█▉ | 595/3008 [01:04<04:04, 9.88it/s]
Epoch 1 Train: 20%|█▉ | 597/3008 [01:04<03:58, 10.12it/s]
torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 20%|█▉ | 599/3008 [01:04<03:56, 10.21it/s]
torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 1 Train: 20%|█▉ | 601/3008 [01:04<03:38, 11.01it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 1 Train: 20%|██ | 603/3008 [01:05<03:51, 10.37it/s]
torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 1 Train: 20%|██ | 605/3008 [01:05<04:00, 9.99it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 446]) torch.Size([4, 446])
Epoch 1 Train: 20%|██ | 607/3008 [01:05<04:08, 9.64it/s]
Epoch 1 Train: 20%|██ | 609/3008 [01:05<03:53, 10.26it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 20%|██ | 611/3008 [01:05<04:04, 9.80it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 20%|██ | 613/3008 [01:06<03:59, 9.98it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 403]) torch.Size([4, 403])
Epoch 1 Train: 20%|██ | 615/3008 [01:06<03:47, 10.53it/s]
Epoch 1 Train: 21%|██ | 617/3008 [01:06<03:39, 10.88it/s]
torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 155]) torch.Size([4, 155])
Epoch 1 Train: 21%|██ | 619/3008 [01:06<03:44, 10.65it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 1 Train: 21%|██ | 621/3008 [01:06<03:54, 10.19it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 21%|██ | 623/3008 [01:07<03:54, 10.17it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 21%|██ | 625/3008 [01:07<03:55, 10.13it/s]
Epoch 1 Train: 21%|██ | 627/3008 [01:07<04:00, 9.91it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 21%|██ | 629/3008 [01:07<03:54, 10.17it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 1 Train: 21%|██ | 631/3008 [01:07<03:43, 10.66it/s]
Epoch 1 Train: 21%|██ | 633/3008 [01:08<03:39, 10.80it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 1 Train: 21%|██ | 635/3008 [01:08<03:39, 10.79it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 1 Train: 21%|██ | 637/3008 [01:08<03:29, 11.32it/s]
torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 21%|██ | 639/3008 [01:08<03:36, 10.93it/s]
Epoch 1 Train: 21%|██▏ | 641/3008 [01:08<03:41, 10.71it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 21%|██▏ | 643/3008 [01:08<03:28, 11.32it/s]
Epoch 1 Train: 21%|██▏ | 645/3008 [01:09<03:31, 11.16it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 1 Train: 22%|██▏ | 647/3008 [01:09<03:39, 10.76it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 22%|██▏ | 649/3008 [01:09<03:24, 11.52it/s]
torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 1 Train: 22%|██▏ | 651/3008 [01:09<03:51, 10.20it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 1 Train: 22%|██▏ | 653/3008 [01:09<04:13, 9.29it/s]
Epoch 1 Train: 22%|██▏ | 655/3008 [01:10<04:01, 9.75it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 22%|██▏ | 657/3008 [01:10<04:00, 9.77it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 1 Train: 22%|██▏ | 659/3008 [01:10<04:04, 9.61it/s]
Epoch 1 Train: 22%|██▏ | 661/3008 [01:10<03:48, 10.28it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 22%|██▏ | 663/3008 [01:10<03:59, 9.78it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 22%|██▏ | 665/3008 [01:11<03:57, 9.85it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 462]) torch.Size([4, 462])
Epoch 1 Train: 22%|██▏ | 667/3008 [01:11<03:55, 9.93it/s]
Epoch 1 Train: 22%|██▏ | 669/3008 [01:11<04:06, 9.48it/s]
torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 22%|██▏ | 671/3008 [01:11<03:59, 9.76it/s]
Epoch 1 Train: 22%|██▏ | 673/3008 [01:11<03:49, 10.19it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 22%|██▏ | 675/3008 [01:12<03:40, 10.57it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 23%|██▎ | 677/3008 [01:12<03:56, 9.84it/s]
Epoch 1 Train: 23%|██▎ | 679/3008 [01:12<03:51, 10.07it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 23%|██▎ | 681/3008 [01:12<03:53, 9.96it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 1 Train: 23%|██▎ | 683/3008 [01:12<03:55, 9.88it/s]
torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 154]) torch.Size([4, 154])
Epoch 1 Train: 23%|██▎ | 685/3008 [01:13<03:48, 10.18it/s]
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 23%|██▎ | 687/3008 [01:13<03:50, 10.05it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 539]) torch.Size([4, 539])
Epoch 1 Train: 23%|██▎ | 689/3008 [01:13<03:51, 10.02it/s]
Epoch 1 Train: 23%|██▎ | 691/3008 [01:13<03:39, 10.58it/s]
torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 23%|██▎ | 693/3008 [01:13<03:58, 9.71it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 23%|██▎ | 695/3008 [01:14<04:02, 9.55it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 483]) torch.Size([4, 483])
Epoch 1 Train: 23%|██▎ | 697/3008 [01:14<03:48, 10.10it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 23%|██▎ | 699/3008 [01:14<03:38, 10.56it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 23%|██▎ | 701/3008 [01:14<04:02, 9.51it/s]
Epoch 1 Train: 23%|██▎ | 703/3008 [01:14<03:45, 10.23it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 1 Train: 23%|██▎ | 705/3008 [01:15<03:36, 10.65it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 139]) torch.Size([4, 139])
Epoch 1 Train: 24%|██▎ | 707/3008 [01:15<03:23, 11.29it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 1 Train: 24%|██▎ | 709/3008 [01:15<03:36, 10.60it/s]
Epoch 1 Train: 24%|██▎ | 711/3008 [01:15<03:34, 10.72it/s]
torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 1 Train: 24%|██▎ | 713/3008 [01:15<03:31, 10.86it/s]
torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 24%|██▍ | 715/3008 [01:16<03:47, 10.09it/s]
torch.Size([4, 105]) torch.Size([4, 105]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 1 Train: 24%|██▍ | 717/3008 [01:16<03:54, 9.76it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 369]) torch.Size([4, 369])
Epoch 1 Train: 24%|██▍ | 718/3008 [01:16<03:54, 9.75it/s]
Epoch 1 Train: 24%|██▍ | 720/3008 [01:16<03:42, 10.30it/s]
torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 24%|██▍ | 722/3008 [01:16<03:30, 10.84it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 24%|██▍ | 724/3008 [01:16<03:19, 11.47it/s]
torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 24%|██▍ | 726/3008 [01:17<04:08, 9.17it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 1 Train: 24%|██▍ | 728/3008 [01:17<04:10, 9.09it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 1 Train: 24%|██▍ | 730/3008 [01:17<04:09, 9.14it/s]
Epoch 1 Train: 24%|██▍ | 732/3008 [01:17<03:54, 9.69it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 472]) torch.Size([4, 472])
Epoch 1 Train: 24%|██▍ | 734/3008 [01:17<03:47, 9.98it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 24%|██▍ | 736/3008 [01:18<04:17, 8.81it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 1 Train: 25%|██▍ | 737/3008 [01:18<04:17, 8.82it/s]
Epoch 1 Train: 25%|██▍ | 738/3008 [01:18<04:14, 8.93it/s]
torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 25%|██▍ | 740/3008 [01:18<04:01, 9.40it/s]
Epoch 1 Train: 25%|██▍ | 742/3008 [01:18<03:47, 9.95it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 25%|██▍ | 744/3008 [01:19<03:43, 10.11it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 1 Train: 25%|██▍ | 746/3008 [01:19<03:33, 10.57it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 25%|██▍ | 748/3008 [01:19<03:49, 9.85it/s]
torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 1 Train: 25%|██▍ | 750/3008 [01:19<03:48, 9.88it/s]
Epoch 1 Train: 25%|██▌ | 752/3008 [01:19<03:38, 10.33it/s]
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 25%|██▌ | 754/3008 [01:20<04:01, 9.33it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 175]) torch.Size([4, 175])
Epoch 1 Train: 25%|██▌ | 756/3008 [01:20<03:48, 9.86it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 25%|██▌ | 758/3008 [01:20<03:46, 9.95it/s]
Epoch 1 Train: 25%|██▌ | 760/3008 [01:20<03:53, 9.63it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 446]) torch.Size([4, 446])
Epoch 1 Train: 25%|██▌ | 762/3008 [01:20<03:48, 9.81it/s]
Epoch 1 Train: 25%|██▌ | 764/3008 [01:21<03:37, 10.34it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 25%|██▌ | 766/3008 [01:21<03:36, 10.38it/s]
torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 1 Train: 26%|██▌ | 768/3008 [01:21<03:24, 10.93it/s]
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 458]) torch.Size([4, 458])
Epoch 1 Train: 26%|██▌ | 770/3008 [01:21<03:46, 9.88it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 26%|██▌ | 772/3008 [01:21<03:48, 9.78it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 1 Train: 26%|██▌ | 774/3008 [01:22<03:50, 9.69it/s]
Epoch 1 Train: 26%|██▌ | 775/3008 [01:22<03:50, 9.70it/s]
torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 427]) torch.Size([4, 427])
Epoch 1 Train: 26%|██▌ | 777/3008 [01:22<03:47, 9.80it/s]
Epoch 1 Train: 26%|██▌ | 779/3008 [01:22<03:35, 10.36it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 26%|██▌ | 781/3008 [01:22<03:21, 11.05it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 26%|██▌ | 783/3008 [01:22<03:25, 10.84it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 423]) torch.Size([4, 423])
Epoch 1 Train: 26%|██▌ | 785/3008 [01:23<03:46, 9.81it/s]
Epoch 1 Train: 26%|██▌ | 787/3008 [01:23<03:34, 10.38it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 1 Train: 26%|██▌ | 789/3008 [01:23<03:41, 10.02it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 26%|██▋ | 791/3008 [01:23<03:36, 10.25it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 26%|██▋ | 793/3008 [01:23<03:53, 9.49it/s]
Epoch 1 Train: 26%|██▋ | 795/3008 [01:24<03:33, 10.37it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 327]) torch.Size([4, 327])
Epoch 1 Train: 26%|██▋ | 797/3008 [01:24<03:34, 10.30it/s]
torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 27%|██▋ | 799/3008 [01:24<03:44, 9.85it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 27%|██▋ | 801/3008 [01:24<03:33, 10.35it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 27%|██▋ | 803/3008 [01:24<03:49, 9.61it/s]
Epoch 1 Train: 27%|██▋ | 805/3008 [01:25<03:35, 10.22it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 1 Train: 27%|██▋ | 807/3008 [01:25<03:51, 9.52it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 27%|██▋ | 809/3008 [01:25<03:52, 9.48it/s]
torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 27%|██▋ | 811/3008 [01:25<04:05, 8.96it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 573]) torch.Size([4, 573])
Epoch 1 Train: 27%|██▋ | 813/3008 [01:25<03:51, 9.47it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 27%|██▋ | 815/3008 [01:26<03:48, 9.60it/s]
Epoch 1 Train: 27%|██▋ | 817/3008 [01:26<03:38, 10.02it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 27%|██▋ | 819/3008 [01:26<03:28, 10.49it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 337]) torch.Size([4, 337])
Epoch 1 Train: 27%|██▋ | 821/3008 [01:26<03:32, 10.28it/s]
Epoch 1 Train: 27%|██▋ | 823/3008 [01:26<03:24, 10.68it/s]
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 27%|██▋ | 825/3008 [01:27<03:32, 10.29it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 27%|██▋ | 827/3008 [01:27<03:22, 10.77it/s]
Epoch 1 Train: 28%|██▊ | 829/3008 [01:27<03:15, 11.16it/s]
torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 1 Train: 28%|██▊ | 831/3008 [01:27<03:20, 10.85it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 28%|██▊ | 833/3008 [01:27<03:18, 10.95it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 28%|██▊ | 835/3008 [01:28<03:24, 10.62it/s]
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 451]) torch.Size([4, 451])
Epoch 1 Train: 28%|██▊ | 837/3008 [01:28<03:40, 9.85it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 28%|██▊ | 839/3008 [01:28<03:48, 9.51it/s]
Epoch 1 Train: 28%|██▊ | 841/3008 [01:28<03:39, 9.87it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 1 Train: 28%|██▊ | 843/3008 [01:28<03:27, 10.42it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 1 Train: 28%|██▊ | 845/3008 [01:29<03:36, 10.00it/s]
Epoch 1 Train: 28%|██▊ | 847/3008 [01:29<03:23, 10.60it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 28%|██▊ | 849/3008 [01:29<03:26, 10.48it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 1 Train: 28%|██▊ | 851/3008 [01:29<03:24, 10.53it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 1 Train: 28%|██▊ | 853/3008 [01:29<03:25, 10.47it/s]
Epoch 1 Train: 28%|██▊ | 855/3008 [01:30<03:27, 10.38it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 1 Train: 28%|██▊ | 857/3008 [01:30<03:20, 10.74it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 29%|██▊ | 859/3008 [01:30<03:27, 10.36it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 1 Train: 29%|██▊ | 861/3008 [01:30<03:28, 10.30it/s]
Epoch 1 Train: 29%|██▊ | 863/3008 [01:30<03:12, 11.14it/s]
torch.Size([4, 104]) torch.Size([4, 104]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 29%|██▉ | 865/3008 [01:30<03:17, 10.86it/s]
torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 29%|██▉ | 867/3008 [01:31<03:23, 10.54it/s]
torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 29%|██▉ | 869/3008 [01:31<03:46, 9.46it/s]
Epoch 1 Train: 29%|██▉ | 871/3008 [01:31<03:31, 10.09it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 29%|██▉ | 873/3008 [01:31<03:20, 10.67it/s]
torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 29%|██▉ | 875/3008 [01:31<03:12, 11.10it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 1 Train: 29%|██▉ | 877/3008 [01:32<03:28, 10.21it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 1 Train: 29%|██▉ | 879/3008 [01:32<03:38, 9.76it/s]
Epoch 1 Train: 29%|██▉ | 881/3008 [01:32<03:29, 10.17it/s]
torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 1 Train: 29%|██▉ | 883/3008 [01:32<03:36, 9.83it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 631]) torch.Size([4, 631])
Epoch 1 Train: 29%|██▉ | 885/3008 [01:32<03:42, 9.53it/s]
torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 29%|██▉ | 887/3008 [01:33<03:34, 9.87it/s]
Epoch 1 Train: 30%|██▉ | 889/3008 [01:33<03:26, 10.25it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 1 Train: 30%|██▉ | 891/3008 [01:33<03:23, 10.41it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 1 Train: 30%|██▉ | 893/3008 [01:33<03:17, 10.73it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 474]) torch.Size([4, 474])
Epoch 1 Train: 30%|██▉ | 895/3008 [01:33<03:37, 9.73it/s]
Epoch 1 Train: 30%|██▉ | 896/3008 [01:34<03:45, 9.35it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 30%|██▉ | 898/3008 [01:34<03:43, 9.44it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 357]) torch.Size([4, 357])
Epoch 1 Train: 30%|██▉ | 900/3008 [01:34<03:35, 9.80it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 30%|██▉ | 902/3008 [01:34<03:24, 10.28it/s]
Epoch 1 Train: 30%|███ | 904/3008 [01:34<03:14, 10.79it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 1 Train: 30%|███ | 906/3008 [01:34<02:59, 11.70it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 30%|███ | 908/3008 [01:35<03:07, 11.22it/s]
Epoch 1 Train: 30%|███ | 910/3008 [01:35<03:09, 11.05it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 30%|███ | 912/3008 [01:35<03:09, 11.08it/s]
torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 1 Train: 30%|███ | 914/3008 [01:35<03:22, 10.34it/s]
torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 30%|███ | 916/3008 [01:35<03:26, 10.13it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 506]) torch.Size([4, 506])
Epoch 1 Train: 31%|███ | 918/3008 [01:36<03:30, 9.94it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 398]) torch.Size([4, 398])
Epoch 1 Train: 31%|███ | 920/3008 [01:36<03:32, 9.81it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 31%|███ | 922/3008 [01:36<03:32, 9.83it/s]
Epoch 1 Train: 31%|███ | 924/3008 [01:36<03:06, 11.15it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 1 Train: 31%|███ | 926/3008 [01:36<03:08, 11.05it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 31%|███ | 928/3008 [01:37<03:04, 11.27it/s]
Epoch 1 Train: 31%|███ | 930/3008 [01:37<03:03, 11.32it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 1 Train: 31%|███ | 932/3008 [01:37<03:10, 10.89it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 31%|███ | 934/3008 [01:37<03:08, 10.99it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 31%|███ | 936/3008 [01:37<03:15, 10.61it/s]
Epoch 1 Train: 31%|███ | 938/3008 [01:37<03:07, 11.05it/s]
torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 416]) torch.Size([4, 416])
Epoch 1 Train: 31%|███▏ | 940/3008 [01:38<03:03, 11.28it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 179]) torch.Size([4, 179])
Epoch 1 Train: 31%|███▏ | 942/3008 [01:38<03:10, 10.87it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 1 Train: 31%|███▏ | 944/3008 [01:38<02:59, 11.49it/s]
Epoch 1 Train: 31%|███▏ | 946/3008 [01:38<02:56, 11.68it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 32%|███▏ | 948/3008 [01:38<03:03, 11.21it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 32%|███▏ | 950/3008 [01:38<03:01, 11.35it/s]
Epoch 1 Train: 32%|███▏ | 952/3008 [01:39<02:58, 11.51it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 513]) torch.Size([4, 513])
Epoch 1 Train: 32%|███▏ | 954/3008 [01:39<02:51, 11.96it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 32%|███▏ | 956/3008 [01:39<02:54, 11.75it/s]
Epoch 1 Train: 32%|███▏ | 958/3008 [01:39<02:50, 12.02it/s]
torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 32%|███▏ | 960/3008 [01:39<02:45, 12.41it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 132]) torch.Size([4, 132])
Epoch 1 Train: 32%|███▏ | 962/3008 [01:39<02:39, 12.82it/s]
Epoch 1 Train: 32%|███▏ | 964/3008 [01:40<02:37, 12.94it/s]
torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 32%|███▏ | 966/3008 [01:40<02:44, 12.43it/s]
Epoch 1 Train: 32%|███▏ | 968/3008 [01:40<02:40, 12.69it/s]
torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 32%|███▏ | 970/3008 [01:40<02:43, 12.46it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 32%|███▏ | 972/3008 [01:40<02:46, 12.26it/s]
Epoch 1 Train: 32%|███▏ | 974/3008 [01:40<02:52, 11.82it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 32%|███▏ | 976/3008 [01:41<02:58, 11.37it/s]
torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 1 Train: 33%|███▎ | 978/3008 [01:41<02:42, 12.46it/s]
Epoch 1 Train: 33%|███▎ | 980/3008 [01:41<02:46, 12.19it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 370]) torch.Size([4, 370])
Epoch 1 Train: 33%|███▎ | 982/3008 [01:41<02:41, 12.54it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 519]) torch.Size([4, 519])
Epoch 1 Train: 33%|███▎ | 984/3008 [01:41<02:55, 11.53it/s]
Epoch 1 Train: 33%|███▎ | 986/3008 [01:41<02:46, 12.14it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 145]) torch.Size([4, 145])
Epoch 1 Train: 33%|███▎ | 988/3008 [01:42<02:49, 11.93it/s]
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 415]) torch.Size([4, 415])
Epoch 1 Train: 33%|███▎ | 990/3008 [01:42<02:53, 11.65it/s]
Epoch 1 Train: 33%|███▎ | 992/3008 [01:42<02:43, 12.37it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 33%|███▎ | 994/3008 [01:42<02:48, 11.95it/s]
Epoch 1 Train: 33%|███▎ | 996/3008 [01:42<02:48, 11.94it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 33%|███▎ | 998/3008 [01:42<02:48, 11.94it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 33%|███▎ | 1000/3008 [01:43<03:15, 10.27it/s]
Epoch 1 Train: 33%|███▎ | 1002/3008 [01:43<02:58, 11.27it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 135]) torch.Size([4, 135])
Epoch 1 Train: 33%|███▎ | 1004/3008 [01:43<02:53, 11.57it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 1 Train: 33%|███▎ | 1006/3008 [01:43<03:19, 10.04it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 34%|███▎ | 1008/3008 [01:43<03:27, 9.64it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 34%|███▎ | 1010/3008 [01:44<03:25, 9.73it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 34%|███▎ | 1012/3008 [01:44<03:13, 10.33it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 337]) torch.Size([4, 337])
Epoch 1 Train: 34%|███▎ | 1014/3008 [01:44<03:18, 10.05it/s]
Epoch 1 Train: 34%|███▍ | 1016/3008 [01:44<03:05, 10.76it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 143]) torch.Size([4, 143])
Epoch 1 Train: 34%|███▍ | 1018/3008 [01:44<03:14, 10.23it/s]
torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 34%|███▍ | 1020/3008 [01:45<03:16, 10.09it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 34%|███▍ | 1022/3008 [01:45<03:27, 9.58it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 34%|███▍ | 1024/3008 [01:45<03:23, 9.75it/s]
Epoch 1 Train: 34%|███▍ | 1026/3008 [01:45<03:20, 9.91it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 1 Train: 34%|███▍ | 1028/3008 [01:45<03:16, 10.07it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 1 Train: 34%|███▍ | 1030/3008 [01:46<03:13, 10.21it/s]
Epoch 1 Train: 34%|███▍ | 1032/3008 [01:46<03:07, 10.52it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 1 Train: 34%|███▍ | 1034/3008 [01:46<03:11, 10.32it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 34%|███▍ | 1036/3008 [01:46<03:05, 10.63it/s]
Epoch 1 Train: 35%|███▍ | 1038/3008 [01:46<02:52, 11.43it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 166]) torch.Size([4, 166])
Epoch 1 Train: 35%|███▍ | 1040/3008 [01:47<02:52, 11.42it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 478]) torch.Size([4, 478])
Epoch 1 Train: 35%|███▍ | 1042/3008 [01:47<02:57, 11.10it/s]
Epoch 1 Train: 35%|███▍ | 1044/3008 [01:47<02:58, 11.00it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 1 Train: 35%|███▍ | 1046/3008 [01:47<03:07, 10.47it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 35%|███▍ | 1048/3008 [01:47<03:10, 10.29it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 421]) torch.Size([4, 421])
Epoch 1 Train: 35%|███▍ | 1050/3008 [01:47<03:09, 10.31it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 336]) torch.Size([4, 336])
Epoch 1 Train: 35%|███▍ | 1052/3008 [01:48<03:10, 10.29it/s]
Epoch 1 Train: 35%|███▌ | 1054/3008 [01:48<03:09, 10.29it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 35%|███▌ | 1056/3008 [01:48<03:07, 10.39it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 1 Train: 35%|███▌ | 1058/3008 [01:48<03:19, 9.79it/s]
Epoch 1 Train: 35%|███▌ | 1060/3008 [01:48<03:13, 10.05it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 35%|███▌ | 1062/3008 [01:49<03:30, 9.25it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 408]) torch.Size([4, 408])
Epoch 1 Train: 35%|███▌ | 1064/3008 [01:49<03:20, 9.68it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 35%|███▌ | 1066/3008 [01:49<03:19, 9.75it/s]
Epoch 1 Train: 35%|███▌ | 1067/3008 [01:49<03:34, 9.03it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 36%|███▌ | 1068/3008 [01:49<03:32, 9.14it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 1 Train: 36%|███▌ | 1070/3008 [01:50<03:30, 9.19it/s]
Epoch 1 Train: 36%|███▌ | 1071/3008 [01:50<03:36, 8.96it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 357]) torch.Size([4, 357])
Epoch 1 Train: 36%|███▌ | 1073/3008 [01:50<03:26, 9.36it/s]
torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 739]) torch.Size([4, 739])
Epoch 1 Train: 36%|███▌ | 1074/3008 [01:50<03:48, 8.48it/s]
Epoch 1 Train: 36%|███▌ | 1075/3008 [01:50<03:47, 8.51it/s]
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 36%|███▌ | 1076/3008 [01:50<03:41, 8.72it/s]
Epoch 1 Train: 36%|███▌ | 1078/3008 [01:50<03:09, 10.21it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 36%|███▌ | 1080/3008 [01:51<02:58, 10.78it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 36%|███▌ | 1082/3008 [01:51<03:07, 10.27it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 36%|███▌ | 1084/3008 [01:51<03:02, 10.53it/s]
Epoch 1 Train: 36%|███▌ | 1086/3008 [01:51<02:59, 10.70it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 36%|███▌ | 1088/3008 [01:51<03:00, 10.61it/s]
torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 36%|███▌ | 1090/3008 [01:52<03:14, 9.85it/s]
Epoch 1 Train: 36%|███▋ | 1092/3008 [01:52<03:04, 10.37it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 36%|███▋ | 1094/3008 [01:52<03:02, 10.50it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 1 Train: 36%|███▋ | 1096/3008 [01:52<03:03, 10.41it/s]
Epoch 1 Train: 37%|███▋ | 1098/3008 [01:52<02:56, 10.79it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 178]) torch.Size([4, 178])
Epoch 1 Train: 37%|███▋ | 1100/3008 [01:53<03:00, 10.56it/s]
torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 1 Train: 37%|███▋ | 1102/3008 [01:53<02:54, 10.93it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 37%|███▋ | 1104/3008 [01:53<02:53, 10.98it/s]
Epoch 1 Train: 37%|███▋ | 1106/3008 [01:53<02:50, 11.17it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 37%|███▋ | 1108/3008 [01:53<03:03, 10.36it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 610]) torch.Size([4, 610])
Epoch 1 Train: 37%|███▋ | 1110/3008 [01:53<03:03, 10.34it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 37%|███▋ | 1112/3008 [01:54<02:52, 11.00it/s]
torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 1 Train: 37%|███▋ | 1114/3008 [01:54<03:08, 10.03it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 37%|███▋ | 1116/3008 [01:54<03:07, 10.10it/s]
Epoch 1 Train: 37%|███▋ | 1118/3008 [01:54<03:22, 9.33it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 506]) torch.Size([4, 506])
Epoch 1 Train: 37%|███▋ | 1120/3008 [01:55<03:11, 9.86it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 1 Train: 37%|███▋ | 1122/3008 [01:55<03:12, 9.82it/s]
Epoch 1 Train: 37%|███▋ | 1124/3008 [01:55<03:05, 10.16it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 131]) torch.Size([4, 131])
Epoch 1 Train: 37%|███▋ | 1126/3008 [01:55<03:01, 10.38it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 38%|███▊ | 1128/3008 [01:55<03:02, 10.29it/s]
torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 1 Train: 38%|███▊ | 1130/3008 [01:55<03:10, 9.87it/s]
torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 1 Train: 38%|███▊ | 1132/3008 [01:56<03:11, 9.81it/s]
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 38%|███▊ | 1134/3008 [01:56<03:07, 9.99it/s]
Epoch 1 Train: 38%|███▊ | 1136/3008 [01:56<02:58, 10.49it/s]
torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 1 Train: 38%|███▊ | 1138/3008 [01:56<02:53, 10.75it/s]
Epoch 1 Train: 38%|███▊ | 1140/3008 [01:56<02:52, 10.84it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 38%|███▊ | 1142/3008 [01:57<02:56, 10.58it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 38%|███▊ | 1144/3008 [01:57<02:56, 10.54it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 38%|███▊ | 1146/3008 [01:57<03:13, 9.60it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 381]) torch.Size([4, 381])
Epoch 1 Train: 38%|███▊ | 1147/3008 [01:57<03:14, 9.59it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 1 Train: 38%|███▊ | 1149/3008 [01:57<03:27, 8.98it/s]
torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 1 Train: 38%|███▊ | 1151/3008 [01:58<03:23, 9.13it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 390]) torch.Size([4, 390])
Epoch 1 Train: 38%|███▊ | 1153/3008 [01:58<03:18, 9.33it/s]
Epoch 1 Train: 38%|███▊ | 1154/3008 [01:58<03:23, 9.11it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 149]) torch.Size([4, 149])
Epoch 1 Train: 38%|███▊ | 1156/3008 [01:58<03:05, 9.99it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 38%|███▊ | 1158/3008 [01:58<03:01, 10.17it/s]
Epoch 1 Train: 39%|███▊ | 1160/3008 [01:59<03:07, 9.88it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 39%|███▊ | 1162/3008 [01:59<03:04, 10.02it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 39%|███▊ | 1164/3008 [01:59<02:57, 10.38it/s]
Epoch 1 Train: 39%|███▉ | 1166/3008 [01:59<02:48, 10.91it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 536]) torch.Size([4, 536])
Epoch 1 Train: 39%|███▉ | 1168/3008 [01:59<02:36, 11.74it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 39%|███▉ | 1170/3008 [01:59<02:28, 12.34it/s]
torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 1 Train: 39%|███▉ | 1172/3008 [02:00<02:39, 11.50it/s]
Epoch 1 Train: 39%|███▉ | 1174/3008 [02:00<02:47, 10.93it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 39%|███▉ | 1176/3008 [02:00<02:51, 10.69it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 494]) torch.Size([4, 494])
Epoch 1 Train: 39%|███▉ | 1178/3008 [02:00<02:59, 10.22it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 39%|███▉ | 1180/3008 [02:00<02:59, 10.16it/s]
Epoch 1 Train: 39%|███▉ | 1182/3008 [02:01<02:59, 10.19it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 39%|███▉ | 1184/3008 [02:01<02:59, 10.14it/s]
Epoch 1 Train: 39%|███▉ | 1186/3008 [02:01<02:43, 11.15it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 1 Train: 39%|███▉ | 1188/3008 [02:01<02:44, 11.04it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 40%|███▉ | 1190/3008 [02:01<02:52, 10.54it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 522]) torch.Size([4, 522])
Epoch 1 Train: 40%|███▉ | 1192/3008 [02:01<02:53, 10.44it/s]
torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 353]) torch.Size([4, 353])
Epoch 1 Train: 40%|███▉ | 1194/3008 [02:02<02:51, 10.57it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 396]) torch.Size([4, 396])
Epoch 1 Train: 40%|███▉ | 1196/3008 [02:02<02:57, 10.19it/s]
Epoch 1 Train: 40%|███▉ | 1198/3008 [02:02<02:49, 10.66it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 385]) torch.Size([4, 385])
Epoch 1 Train: 40%|███▉ | 1200/3008 [02:02<02:45, 10.92it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 40%|███▉ | 1202/3008 [02:02<02:41, 11.17it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 1 Train: 40%|████ | 1204/3008 [02:03<02:48, 10.68it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 439]) torch.Size([4, 439])
Epoch 1 Train: 40%|████ | 1206/3008 [02:03<02:49, 10.63it/s]
Epoch 1 Train: 40%|████ | 1208/3008 [02:03<02:43, 11.02it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 40%|████ | 1210/3008 [02:03<02:56, 10.16it/s]
torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 1 Train: 40%|████ | 1212/3008 [02:03<03:02, 9.82it/s]
Epoch 1 Train: 40%|████ | 1213/3008 [02:04<03:11, 9.40it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 408]) torch.Size([4, 408])
Epoch 1 Train: 40%|████ | 1215/3008 [02:04<03:08, 9.50it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 40%|████ | 1217/3008 [02:04<02:51, 10.43it/s]
Epoch 1 Train: 41%|████ | 1219/3008 [02:04<02:45, 10.80it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 41%|████ | 1221/3008 [02:04<02:42, 10.98it/s]
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 469]) torch.Size([4, 469])
Epoch 1 Train: 41%|████ | 1223/3008 [02:04<02:52, 10.33it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 1 Train: 41%|████ | 1225/3008 [02:05<02:56, 10.07it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 477]) torch.Size([4, 477])
Epoch 1 Train: 41%|████ | 1227/3008 [02:05<03:01, 9.80it/s]
Epoch 1 Train: 41%|████ | 1229/3008 [02:05<02:57, 10.03it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 1 Train: 41%|████ | 1231/3008 [02:05<02:45, 10.74it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 41%|████ | 1233/3008 [02:05<02:46, 10.66it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 534]) torch.Size([4, 534])
Epoch 1 Train: 41%|████ | 1235/3008 [02:06<02:47, 10.61it/s]
Epoch 1 Train: 41%|████ | 1237/3008 [02:06<02:55, 10.08it/s]
torch.Size([4, 847]) torch.Size([4, 847]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 41%|████ | 1239/3008 [02:06<02:43, 10.83it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 1 Train: 41%|████▏ | 1241/3008 [02:06<02:56, 10.03it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 41%|████▏ | 1243/3008 [02:06<02:54, 10.10it/s]
Epoch 1 Train: 41%|████▏ | 1245/3008 [02:07<02:51, 10.29it/s]
torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 41%|████▏ | 1247/3008 [02:07<02:50, 10.30it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 42%|████▏ | 1249/3008 [02:07<02:52, 10.19it/s]
Epoch 1 Train: 42%|████▏ | 1251/3008 [02:07<02:45, 10.63it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 42%|████▏ | 1253/3008 [02:07<02:52, 10.20it/s]
torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 42%|████▏ | 1255/3008 [02:08<03:03, 9.56it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 1 Train: 42%|████▏ | 1257/3008 [02:08<02:51, 10.24it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 42%|████▏ | 1259/3008 [02:08<02:52, 10.15it/s]
Epoch 1 Train: 42%|████▏ | 1261/3008 [02:08<02:53, 10.09it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 390]) torch.Size([4, 390])
Epoch 1 Train: 42%|████▏ | 1263/3008 [02:08<02:38, 11.02it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 429]) torch.Size([4, 429])
Epoch 1 Train: 42%|████▏ | 1265/3008 [02:09<02:46, 10.45it/s]
Epoch 1 Train: 42%|████▏ | 1267/3008 [02:09<02:45, 10.50it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 1 Train: 42%|████▏ | 1269/3008 [02:09<02:39, 10.92it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 1 Train: 42%|████▏ | 1271/3008 [02:09<02:46, 10.44it/s]
torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 1 Train: 42%|████▏ | 1273/3008 [02:09<02:52, 10.08it/s]
Epoch 1 Train: 42%|████▏ | 1275/3008 [02:09<02:39, 10.84it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 1 Train: 42%|████▏ | 1277/3008 [02:10<02:34, 11.18it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 1 Train: 43%|████▎ | 1279/3008 [02:10<02:33, 11.25it/s]
Epoch 1 Train: 43%|████▎ | 1281/3008 [02:10<02:34, 11.16it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 144]) torch.Size([4, 144])
Epoch 1 Train: 43%|████▎ | 1283/3008 [02:10<02:33, 11.22it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 43%|████▎ | 1285/3008 [02:10<02:36, 10.98it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 1 Train: 43%|████▎ | 1287/3008 [02:11<02:46, 10.33it/s]
Epoch 1 Train: 43%|████▎ | 1289/3008 [02:11<02:43, 10.53it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 43%|████▎ | 1291/3008 [02:11<02:42, 10.58it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 1 Train: 43%|████▎ | 1293/3008 [02:11<02:42, 10.58it/s]
Epoch 1 Train: 43%|████▎ | 1295/3008 [02:11<02:31, 11.28it/s]
torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 43%|████▎ | 1297/3008 [02:11<02:36, 10.93it/s]
torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 43%|████▎ | 1299/3008 [02:12<02:35, 11.01it/s]
Epoch 1 Train: 43%|████▎ | 1301/3008 [02:12<02:28, 11.47it/s]
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 1 Train: 43%|████▎ | 1303/3008 [02:12<02:35, 10.97it/s]
torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 43%|████▎ | 1305/3008 [02:12<02:29, 11.40it/s]
torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 1 Train: 43%|████▎ | 1307/3008 [02:12<02:34, 11.04it/s]
Epoch 1 Train: 44%|████▎ | 1309/3008 [02:13<02:47, 10.17it/s]
torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 1 Train: 44%|████▎ | 1311/3008 [02:13<02:50, 9.97it/s]
torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 204]) torch.Size([4, 204])
Epoch 1 Train: 44%|████▎ | 1313/3008 [02:13<03:00, 9.38it/s]
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 44%|████▎ | 1315/3008 [02:13<02:53, 9.78it/s]
torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 44%|████▍ | 1317/3008 [02:13<02:42, 10.42it/s]
Epoch 1 Train: 44%|████▍ | 1319/3008 [02:14<02:36, 10.79it/s]
torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 44%|████▍ | 1321/3008 [02:14<02:40, 10.48it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 183]) torch.Size([4, 183])
Epoch 1 Train: 44%|████▍ | 1323/3008 [02:14<02:40, 10.51it/s]
Epoch 1 Train: 44%|████▍ | 1325/3008 [02:14<02:39, 10.57it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 1 Train: 44%|████▍ | 1327/3008 [02:14<02:24, 11.60it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 379]) torch.Size([4, 379])
Epoch 1 Train: 44%|████▍ | 1329/3008 [02:14<02:34, 10.90it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 44%|████▍ | 1331/3008 [02:15<02:36, 10.73it/s]
Epoch 1 Train: 44%|████▍ | 1333/3008 [02:15<02:27, 11.37it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 219]) torch.Size([4, 219])
Epoch 1 Train: 44%|████▍ | 1335/3008 [02:15<02:29, 11.18it/s]
Epoch 1 Train: 44%|████▍ | 1337/3008 [02:15<02:26, 11.40it/s]
torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 45%|████▍ | 1339/3008 [02:15<02:45, 10.05it/s]
torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 1 Train: 45%|████▍ | 1341/3008 [02:16<02:56, 9.44it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 571]) torch.Size([4, 571])
Epoch 1 Train: 45%|████▍ | 1342/3008 [02:16<02:58, 9.33it/s]
Epoch 1 Train: 45%|████▍ | 1344/3008 [02:16<02:44, 10.09it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 439]) torch.Size([4, 439])
Epoch 1 Train: 45%|████▍ | 1346/3008 [02:16<02:44, 10.08it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 45%|████▍ | 1348/3008 [02:16<02:35, 10.70it/s]
Epoch 1 Train: 45%|████▍ | 1350/3008 [02:17<02:32, 10.85it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 1 Train: 45%|████▍ | 1352/3008 [02:17<02:38, 10.46it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 45%|████▌ | 1354/3008 [02:17<02:50, 9.72it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 400]) torch.Size([4, 400])
Epoch 1 Train: 45%|████▌ | 1356/3008 [02:17<02:41, 10.23it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 45%|████▌ | 1358/3008 [02:17<02:36, 10.55it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 45%|████▌ | 1360/3008 [02:18<02:44, 10.03it/s]
Epoch 1 Train: 45%|████▌ | 1362/3008 [02:18<02:36, 10.49it/s]
torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 155]) torch.Size([4, 155])
Epoch 1 Train: 45%|████▌ | 1364/3008 [02:18<02:39, 10.29it/s]
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 45%|████▌ | 1366/3008 [02:18<02:41, 10.18it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 45%|████▌ | 1368/3008 [02:18<02:35, 10.57it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 1 Train: 46%|████▌ | 1370/3008 [02:18<02:39, 10.25it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 46%|████▌ | 1372/3008 [02:19<02:42, 10.06it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 504]) torch.Size([4, 504])
Epoch 1 Train: 46%|████▌ | 1374/3008 [02:19<02:50, 9.56it/s]
Epoch 1 Train: 46%|████▌ | 1376/3008 [02:19<02:38, 10.27it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 354]) torch.Size([4, 354])
Epoch 1 Train: 46%|████▌ | 1378/3008 [02:19<02:55, 9.28it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 46%|████▌ | 1379/3008 [02:19<02:53, 9.37it/s]
Epoch 1 Train: 46%|████▌ | 1380/3008 [02:20<02:56, 9.23it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 1 Train: 46%|████▌ | 1382/3008 [02:20<02:40, 10.16it/s]
torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 1 Train: 46%|████▌ | 1384/3008 [02:20<02:41, 10.03it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 46%|████▌ | 1386/3008 [02:20<02:44, 9.83it/s]
Epoch 1 Train: 46%|████▌ | 1388/3008 [02:20<02:40, 10.10it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 425]) torch.Size([4, 425])
Epoch 1 Train: 46%|████▌ | 1390/3008 [02:21<02:38, 10.24it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 46%|████▋ | 1392/3008 [02:21<02:42, 9.95it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 1 Train: 46%|████▋ | 1394/3008 [02:21<02:40, 10.04it/s]
Epoch 1 Train: 46%|████▋ | 1396/3008 [02:21<02:50, 9.47it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 108]) torch.Size([4, 108])
Epoch 1 Train: 46%|████▋ | 1398/3008 [02:21<02:49, 9.49it/s]
Epoch 1 Train: 47%|████▋ | 1399/3008 [02:21<02:49, 9.49it/s]
torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 47%|████▋ | 1401/3008 [02:22<02:35, 10.33it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 384]) torch.Size([4, 384])
Epoch 1 Train: 47%|████▋ | 1403/3008 [02:22<02:37, 10.19it/s]
Epoch 1 Train: 47%|████▋ | 1405/3008 [02:22<02:33, 10.42it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 47%|████▋ | 1407/3008 [02:22<02:27, 10.88it/s]
Epoch 1 Train: 47%|████▋ | 1409/3008 [02:22<02:24, 11.05it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 500]) torch.Size([4, 500])
Epoch 1 Train: 47%|████▋ | 1411/3008 [02:23<02:17, 11.61it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 47%|████▋ | 1413/3008 [02:23<02:20, 11.37it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 1 Train: 47%|████▋ | 1415/3008 [02:23<02:34, 10.33it/s]
Epoch 1 Train: 47%|████▋ | 1417/3008 [02:23<02:27, 10.82it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 47%|████▋ | 1419/3008 [02:23<02:41, 9.81it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 47%|████▋ | 1421/3008 [02:24<02:34, 10.27it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 47%|████▋ | 1423/3008 [02:24<02:52, 9.18it/s]
Epoch 1 Train: 47%|████▋ | 1425/3008 [02:24<02:45, 9.56it/s]
torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 47%|████▋ | 1427/3008 [02:24<02:38, 9.99it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 1 Train: 48%|████▊ | 1429/3008 [02:24<02:30, 10.52it/s]
Epoch 1 Train: 48%|████▊ | 1431/3008 [02:24<02:21, 11.12it/s]
torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 1 Train: 48%|████▊ | 1433/3008 [02:25<02:30, 10.45it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 48%|████▊ | 1435/3008 [02:25<02:21, 11.12it/s]
Epoch 1 Train: 48%|████▊ | 1437/3008 [02:25<02:18, 11.31it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 1 Train: 48%|████▊ | 1439/3008 [02:25<02:19, 11.25it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 48%|████▊ | 1441/3008 [02:25<02:24, 10.81it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 48%|████▊ | 1443/3008 [02:26<02:30, 10.37it/s]
torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 391]) torch.Size([4, 391])
Epoch 1 Train: 48%|████▊ | 1445/3008 [02:26<02:30, 10.37it/s]
Epoch 1 Train: 48%|████▊ | 1447/3008 [02:26<02:41, 9.64it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 48%|████▊ | 1448/3008 [02:26<02:43, 9.56it/s]
Epoch 1 Train: 48%|████▊ | 1450/3008 [02:26<02:33, 10.13it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 48%|████▊ | 1452/3008 [02:27<02:36, 9.94it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 48%|████▊ | 1454/3008 [02:27<02:36, 9.90it/s]
Epoch 1 Train: 48%|████▊ | 1455/3008 [02:27<02:45, 9.39it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 48%|████▊ | 1457/3008 [02:27<02:48, 9.21it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 396]) torch.Size([4, 396])
Epoch 1 Train: 48%|████▊ | 1458/3008 [02:27<02:47, 9.25it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 49%|████▊ | 1460/3008 [02:27<02:45, 9.38it/s]
Epoch 1 Train: 49%|████▊ | 1461/3008 [02:28<02:43, 9.46it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 1 Train: 49%|████▊ | 1463/3008 [02:28<02:30, 10.27it/s]
torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 327]) torch.Size([4, 327])
Epoch 1 Train: 49%|████▊ | 1465/3008 [02:28<03:05, 8.31it/s]
Epoch 1 Train: 49%|████▊ | 1466/3008 [02:28<03:04, 8.37it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 1 Train: 49%|████▉ | 1467/3008 [02:28<03:04, 8.34it/s]
Epoch 1 Train: 49%|████▉ | 1469/3008 [02:28<02:45, 9.31it/s]
torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 49%|████▉ | 1471/3008 [02:29<02:43, 9.37it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 230]) torch.Size([4, 230])
Epoch 1 Train: 49%|████▉ | 1473/3008 [02:29<02:41, 9.50it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 1 Train: 49%|████▉ | 1474/3008 [02:29<02:44, 9.30it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 1 Train: 49%|████▉ | 1476/3008 [02:29<02:38, 9.66it/s]
Epoch 1 Train: 49%|████▉ | 1478/3008 [02:29<02:34, 9.91it/s]
torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 488]) torch.Size([4, 488])
Epoch 1 Train: 49%|████▉ | 1479/3008 [02:29<02:37, 9.69it/s]
Epoch 1 Train: 49%|████▉ | 1481/3008 [02:30<02:30, 10.17it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 1 Train: 49%|████▉ | 1483/3008 [02:30<02:33, 9.94it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 530]) torch.Size([4, 530])
Epoch 1 Train: 49%|████▉ | 1485/3008 [02:30<02:35, 9.82it/s]
Epoch 1 Train: 49%|████▉ | 1486/3008 [02:30<02:39, 9.54it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 385]) torch.Size([4, 385])
Epoch 1 Train: 49%|████▉ | 1488/3008 [02:30<02:28, 10.21it/s]
torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 50%|████▉ | 1490/3008 [02:31<02:29, 10.17it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 50%|████▉ | 1492/3008 [02:31<02:40, 9.43it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 1 Train: 50%|████▉ | 1494/3008 [02:31<02:41, 9.35it/s]
Epoch 1 Train: 50%|████▉ | 1496/3008 [02:31<02:33, 9.84it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 50%|████▉ | 1498/3008 [02:31<02:29, 10.10it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 136]) torch.Size([4, 136])
Epoch 1 Train: 50%|████▉ | 1500/3008 [02:32<02:19, 10.78it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 467]) torch.Size([4, 467])
Epoch 1 Train: 50%|████▉ | 1502/3008 [02:32<02:21, 10.64it/s]
Epoch 1 Train: 50%|█████ | 1504/3008 [02:32<02:17, 10.96it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 340]) torch.Size([4, 340])
Epoch 1 Train: 50%|█████ | 1506/3008 [02:32<02:12, 11.30it/s]
Epoch 1 Train: 50%|█████ | 1508/3008 [02:32<02:06, 11.85it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 1 Train: 50%|█████ | 1510/3008 [02:32<02:24, 10.38it/s]
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 1 Train: 50%|█████ | 1512/3008 [02:33<02:32, 9.82it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 50%|█████ | 1514/3008 [02:33<02:41, 9.27it/s]
Epoch 1 Train: 50%|█████ | 1516/3008 [02:33<02:34, 9.65it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 50%|█████ | 1517/3008 [02:33<02:37, 9.47it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 1 Train: 50%|█████ | 1519/3008 [02:33<02:34, 9.61it/s]
Epoch 1 Train: 51%|█████ | 1521/3008 [02:34<02:21, 10.47it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 51%|█████ | 1523/3008 [02:34<02:39, 9.32it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 51%|█████ | 1525/3008 [02:34<02:35, 9.55it/s]
Epoch 1 Train: 51%|█████ | 1527/3008 [02:34<02:30, 9.82it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 51%|█████ | 1529/3008 [02:34<02:29, 9.92it/s]
Epoch 1 Train: 51%|█████ | 1531/3008 [02:35<02:25, 10.18it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 1 Train: 51%|█████ | 1533/3008 [02:35<02:31, 9.76it/s]
torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 1 Train: 51%|█████ | 1535/3008 [02:35<02:26, 10.03it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 1 Train: 51%|█████ | 1537/3008 [02:35<02:21, 10.40it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 1 Train: 51%|█████ | 1539/3008 [02:35<02:24, 10.19it/s]
Epoch 1 Train: 51%|█████ | 1541/3008 [02:36<02:13, 11.00it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 51%|█████▏ | 1543/3008 [02:36<02:10, 11.21it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 51%|█████▏ | 1545/3008 [02:36<02:08, 11.42it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 400]) torch.Size([4, 400])
Epoch 1 Train: 51%|█████▏ | 1547/3008 [02:36<02:24, 10.14it/s]
Epoch 1 Train: 51%|█████▏ | 1549/3008 [02:36<02:11, 11.05it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 52%|█████▏ | 1551/3008 [02:36<02:05, 11.59it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 52%|█████▏ | 1553/3008 [02:37<01:57, 12.38it/s]
Epoch 1 Train: 52%|█████▏ | 1555/3008 [02:37<01:49, 13.22it/s]
torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 52%|█████▏ | 1557/3008 [02:37<01:54, 12.71it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 52%|█████▏ | 1559/3008 [02:37<01:57, 12.36it/s]
Epoch 1 Train: 52%|█████▏ | 1561/3008 [02:37<02:00, 11.96it/s]
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 1 Train: 52%|█████▏ | 1563/3008 [02:37<02:09, 11.18it/s]
torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 1 Train: 52%|█████▏ | 1565/3008 [02:38<02:08, 11.24it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 52%|█████▏ | 1567/3008 [02:38<02:10, 11.00it/s]
Epoch 1 Train: 52%|█████▏ | 1569/3008 [02:38<02:11, 10.91it/s]
torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 506]) torch.Size([4, 506])
Epoch 1 Train: 52%|█████▏ | 1571/3008 [02:38<02:14, 10.68it/s]
torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 52%|█████▏ | 1573/3008 [02:38<02:13, 10.77it/s]
Epoch 1 Train: 52%|█████▏ | 1575/3008 [02:39<02:09, 11.07it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 52%|█████▏ | 1577/3008 [02:39<02:19, 10.29it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 110]) torch.Size([4, 110])
Epoch 1 Train: 52%|█████▏ | 1579/3008 [02:39<02:17, 10.41it/s]
torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 53%|█████▎ | 1581/3008 [02:39<02:19, 10.22it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 145]) torch.Size([4, 145])
Epoch 1 Train: 53%|█████▎ | 1583/3008 [02:39<02:23, 9.90it/s]
Epoch 1 Train: 53%|█████▎ | 1585/3008 [02:40<02:15, 10.47it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 53%|█████▎ | 1587/3008 [02:40<02:11, 10.81it/s]
torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 53%|█████▎ | 1589/3008 [02:40<02:04, 11.40it/s]
Epoch 1 Train: 53%|█████▎ | 1591/3008 [02:40<02:00, 11.78it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 53%|█████▎ | 1593/3008 [02:40<02:13, 10.56it/s]
torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 53%|█████▎ | 1595/3008 [02:40<02:13, 10.55it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 1 Train: 53%|█████▎ | 1597/3008 [02:41<02:05, 11.25it/s]
Epoch 1 Train: 53%|█████▎ | 1599/3008 [02:41<02:01, 11.64it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 53%|█████▎ | 1601/3008 [02:41<02:13, 10.52it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 53%|█████▎ | 1603/3008 [02:41<02:15, 10.37it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 1 Train: 53%|█████▎ | 1605/3008 [02:41<02:13, 10.49it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 53%|█████▎ | 1607/3008 [02:42<02:17, 10.16it/s]
Epoch 1 Train: 53%|█████▎ | 1609/3008 [02:42<02:14, 10.37it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 1 Train: 54%|█████▎ | 1611/3008 [02:42<02:04, 11.18it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 54%|█████▎ | 1613/3008 [02:42<01:58, 11.80it/s]
Epoch 1 Train: 54%|█████▎ | 1615/3008 [02:42<02:00, 11.59it/s]
torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 731]) torch.Size([4, 731])
Epoch 1 Train: 54%|█████▍ | 1617/3008 [02:42<02:04, 11.16it/s]
torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 1 Train: 54%|█████▍ | 1619/3008 [02:43<02:24, 9.59it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 54%|█████▍ | 1621/3008 [02:43<02:24, 9.58it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 539]) torch.Size([4, 539])
Epoch 1 Train: 54%|█████▍ | 1623/3008 [02:43<02:17, 10.07it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 1 Train: 54%|█████▍ | 1625/3008 [02:43<02:16, 10.10it/s]
Epoch 1 Train: 54%|█████▍ | 1627/3008 [02:43<02:11, 10.49it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 157]) torch.Size([4, 157])
Epoch 1 Train: 54%|█████▍ | 1629/3008 [02:44<02:16, 10.09it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 468]) torch.Size([4, 468])
Epoch 1 Train: 54%|█████▍ | 1631/3008 [02:44<02:23, 9.58it/s]
Epoch 1 Train: 54%|█████▍ | 1632/3008 [02:44<02:23, 9.59it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 54%|█████▍ | 1634/3008 [02:44<02:17, 9.99it/s]
torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 54%|█████▍ | 1636/3008 [02:44<02:20, 9.80it/s]
Epoch 1 Train: 54%|█████▍ | 1638/3008 [02:45<02:14, 10.22it/s]
torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 55%|█████▍ | 1640/3008 [02:45<02:09, 10.53it/s]
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 55%|█████▍ | 1642/3008 [02:45<02:08, 10.63it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 55%|█████▍ | 1644/3008 [02:45<02:14, 10.11it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 407]) torch.Size([4, 407])
Epoch 1 Train: 55%|█████▍ | 1646/3008 [02:45<02:34, 8.82it/s]
Epoch 1 Train: 55%|█████▍ | 1647/3008 [02:46<02:31, 8.96it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 1 Train: 55%|█████▍ | 1649/3008 [02:46<02:21, 9.62it/s]
Epoch 1 Train: 55%|█████▍ | 1650/3008 [02:46<02:23, 9.49it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 55%|█████▍ | 1652/3008 [02:46<02:12, 10.25it/s]
Epoch 1 Train: 55%|█████▍ | 1654/3008 [02:46<02:09, 10.46it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 55%|█████▌ | 1656/3008 [02:46<02:00, 11.25it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 55%|█████▌ | 1658/3008 [02:47<01:55, 11.65it/s]
Epoch 1 Train: 55%|█████▌ | 1660/3008 [02:47<01:53, 11.92it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 134]) torch.Size([4, 134])
Epoch 1 Train: 55%|█████▌ | 1662/3008 [02:47<02:07, 10.52it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 55%|█████▌ | 1664/3008 [02:47<02:05, 10.72it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 55%|█████▌ | 1666/3008 [02:47<02:07, 10.49it/s]
Epoch 1 Train: 55%|█████▌ | 1668/3008 [02:47<01:58, 11.35it/s]
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 224]) torch.Size([4, 224])
Epoch 1 Train: 56%|█████▌ | 1670/3008 [02:48<02:14, 9.96it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 56%|█████▌ | 1672/3008 [02:48<02:24, 9.24it/s]
torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 56%|█████▌ | 1674/3008 [02:48<02:18, 9.65it/s]
Epoch 1 Train: 56%|█████▌ | 1676/3008 [02:48<02:13, 10.00it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 369]) torch.Size([4, 369])
Epoch 1 Train: 56%|█████▌ | 1678/3008 [02:48<02:08, 10.37it/s]
torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 56%|█████▌ | 1680/3008 [02:49<02:06, 10.53it/s]
Epoch 1 Train: 56%|█████▌ | 1682/3008 [02:49<02:02, 10.78it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 1 Train: 56%|█████▌ | 1684/3008 [02:49<02:04, 10.66it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 56%|█████▌ | 1686/3008 [02:49<02:11, 10.09it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 56%|█████▌ | 1688/3008 [02:49<02:09, 10.22it/s]
torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 56%|█████▌ | 1690/3008 [02:50<02:15, 9.70it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 242]) torch.Size([4, 242])
Epoch 1 Train: 56%|█████▋ | 1692/3008 [02:50<02:17, 9.56it/s]
Epoch 1 Train: 56%|█████▋ | 1694/3008 [02:50<02:05, 10.45it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 538]) torch.Size([4, 538])
Epoch 1 Train: 56%|█████▋ | 1696/3008 [02:50<02:11, 9.94it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 1 Train: 56%|█████▋ | 1698/3008 [02:50<02:08, 10.19it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 57%|█████▋ | 1700/3008 [02:51<02:21, 9.22it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 385]) torch.Size([4, 385])
Epoch 1 Train: 57%|█████▋ | 1701/3008 [02:51<02:20, 9.31it/s]
Epoch 1 Train: 57%|█████▋ | 1703/3008 [02:51<02:10, 10.03it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 57%|█████▋ | 1705/3008 [02:51<02:09, 10.03it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 1 Train: 57%|█████▋ | 1707/3008 [02:51<02:04, 10.45it/s]
Epoch 1 Train: 57%|█████▋ | 1709/3008 [02:52<01:58, 10.99it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 1 Train: 57%|█████▋ | 1711/3008 [02:52<02:12, 9.79it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 1 Train: 57%|█████▋ | 1713/3008 [02:52<02:10, 9.90it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 468]) torch.Size([4, 468])
Epoch 1 Train: 57%|█████▋ | 1715/3008 [02:52<02:04, 10.43it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 57%|█████▋ | 1717/3008 [02:52<02:07, 10.16it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 130]) torch.Size([4, 130])
Epoch 1 Train: 57%|█████▋ | 1719/3008 [02:53<02:07, 10.12it/s]
Epoch 1 Train: 57%|█████▋ | 1721/3008 [02:53<02:12, 9.73it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 57%|█████▋ | 1722/3008 [02:53<02:13, 9.62it/s]
Epoch 1 Train: 57%|█████▋ | 1724/3008 [02:53<02:04, 10.28it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 1 Train: 57%|█████▋ | 1726/3008 [02:53<01:58, 10.85it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 57%|█████▋ | 1728/3008 [02:53<01:53, 11.25it/s]
Epoch 1 Train: 58%|█████▊ | 1730/3008 [02:54<01:52, 11.36it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 58%|█████▊ | 1732/3008 [02:54<02:00, 10.63it/s]
torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 1 Train: 58%|█████▊ | 1734/3008 [02:54<02:01, 10.53it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 556]) torch.Size([4, 556])
Epoch 1 Train: 58%|█████▊ | 1736/3008 [02:54<01:56, 10.94it/s]
Epoch 1 Train: 58%|█████▊ | 1738/3008 [02:54<01:52, 11.24it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 197]) torch.Size([4, 197])
Epoch 1 Train: 58%|█████▊ | 1740/3008 [02:55<01:58, 10.69it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 58%|█████▊ | 1742/3008 [02:55<02:03, 10.29it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 58%|█████▊ | 1744/3008 [02:55<02:02, 10.35it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 564]) torch.Size([4, 564])
Epoch 1 Train: 58%|█████▊ | 1746/3008 [02:55<01:59, 10.52it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 171]) torch.Size([4, 171])
Epoch 1 Train: 58%|█████▊ | 1748/3008 [02:55<02:00, 10.44it/s]
Epoch 1 Train: 58%|█████▊ | 1750/3008 [02:55<02:04, 10.11it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 58%|█████▊ | 1752/3008 [02:56<01:59, 10.54it/s]
Epoch 1 Train: 58%|█████▊ | 1754/3008 [02:56<01:58, 10.56it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 58%|█████▊ | 1756/3008 [02:56<01:56, 10.72it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 1 Train: 58%|█████▊ | 1758/3008 [02:56<01:50, 11.32it/s]
torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 179]) torch.Size([4, 179])
Epoch 1 Train: 59%|█████▊ | 1760/3008 [02:56<01:53, 10.99it/s]
Epoch 1 Train: 59%|█████▊ | 1762/3008 [02:57<01:47, 11.61it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 1 Train: 59%|█████▊ | 1764/3008 [02:57<01:46, 11.64it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 357]) torch.Size([4, 357])
Epoch 1 Train: 59%|█████▊ | 1766/3008 [02:57<01:58, 10.48it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 1 Train: 59%|█████▉ | 1768/3008 [02:57<01:59, 10.37it/s]
Epoch 1 Train: 59%|█████▉ | 1770/3008 [02:57<02:00, 10.26it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 516]) torch.Size([4, 516])
Epoch 1 Train: 59%|█████▉ | 1772/3008 [02:58<01:59, 10.38it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 512]) torch.Size([4, 512])
Epoch 1 Train: 59%|█████▉ | 1774/3008 [02:58<02:00, 10.20it/s]
Epoch 1 Train: 59%|█████▉ | 1776/3008 [02:58<01:53, 10.83it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 59%|█████▉ | 1778/3008 [02:58<02:05, 9.82it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 59%|█████▉ | 1780/3008 [02:58<01:58, 10.38it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 399]) torch.Size([4, 399])
Epoch 1 Train: 59%|█████▉ | 1782/3008 [02:58<01:58, 10.38it/s]
Epoch 1 Train: 59%|█████▉ | 1784/3008 [02:59<01:51, 10.99it/s]
torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 166]) torch.Size([4, 166])
Epoch 1 Train: 59%|█████▉ | 1786/3008 [02:59<01:55, 10.61it/s]
torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 59%|█████▉ | 1788/3008 [02:59<01:55, 10.57it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 1 Train: 60%|█████▉ | 1790/3008 [02:59<02:04, 9.78it/s]
Epoch 1 Train: 60%|█████▉ | 1792/3008 [02:59<01:51, 10.91it/s]
torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 60%|█████▉ | 1794/3008 [03:00<01:49, 11.14it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 60%|█████▉ | 1796/3008 [03:00<01:52, 10.76it/s]
torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 1 Train: 60%|█████▉ | 1798/3008 [03:00<01:56, 10.36it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 60%|█████▉ | 1800/3008 [03:00<01:56, 10.36it/s]
Epoch 1 Train: 60%|█████▉ | 1802/3008 [03:00<02:02, 9.85it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 60%|█████▉ | 1804/3008 [03:01<01:59, 10.10it/s]
Epoch 1 Train: 60%|██████ | 1806/3008 [03:01<01:56, 10.29it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 60%|██████ | 1808/3008 [03:01<01:58, 10.15it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 60%|██████ | 1810/3008 [03:01<02:10, 9.20it/s]
torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 1 Train: 60%|██████ | 1811/3008 [03:01<02:17, 8.67it/s]
Epoch 1 Train: 60%|██████ | 1812/3008 [03:02<02:16, 8.77it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 1 Train: 60%|██████ | 1814/3008 [03:02<02:04, 9.57it/s]
Epoch 1 Train: 60%|██████ | 1815/3008 [03:02<02:07, 9.33it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 470]) torch.Size([4, 470])
Epoch 1 Train: 60%|██████ | 1817/3008 [03:02<02:02, 9.76it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 1 Train: 60%|██████ | 1819/3008 [03:02<01:48, 10.96it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 391]) torch.Size([4, 391])
Epoch 1 Train: 61%|██████ | 1821/3008 [03:02<01:53, 10.49it/s]
Epoch 1 Train: 61%|██████ | 1823/3008 [03:03<01:49, 10.78it/s]
torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 1 Train: 61%|██████ | 1825/3008 [03:03<01:49, 10.81it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 1 Train: 61%|██████ | 1827/3008 [03:03<01:46, 11.12it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 1 Train: 61%|██████ | 1829/3008 [03:03<02:01, 9.73it/s]
Epoch 1 Train: 61%|██████ | 1831/3008 [03:03<01:49, 10.75it/s]
torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 123]) torch.Size([4, 123])
Epoch 1 Train: 61%|██████ | 1833/3008 [03:03<01:52, 10.44it/s]
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 61%|██████ | 1835/3008 [03:04<01:49, 10.75it/s]
Epoch 1 Train: 61%|██████ | 1837/3008 [03:04<01:41, 11.50it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 1 Train: 61%|██████ | 1839/3008 [03:04<01:46, 10.96it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 61%|██████ | 1841/3008 [03:04<01:46, 10.99it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 578]) torch.Size([4, 578])
Epoch 1 Train: 61%|██████▏ | 1843/3008 [03:04<01:43, 11.20it/s]
torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 592]) torch.Size([4, 592])
Epoch 1 Train: 61%|██████▏ | 1845/3008 [03:05<01:49, 10.64it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 1 Train: 61%|██████▏ | 1847/3008 [03:05<01:54, 10.11it/s]
Epoch 1 Train: 61%|██████▏ | 1849/3008 [03:05<01:48, 10.73it/s]
torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 62%|██████▏ | 1851/3008 [03:05<01:46, 10.83it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 62%|██████▏ | 1853/3008 [03:05<01:46, 10.87it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 1 Train: 62%|██████▏ | 1855/3008 [03:06<02:03, 9.34it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 62%|██████▏ | 1857/3008 [03:06<02:12, 8.68it/s]
Epoch 1 Train: 62%|██████▏ | 1858/3008 [03:06<02:13, 8.64it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 472]) torch.Size([4, 472])
Epoch 1 Train: 62%|██████▏ | 1860/3008 [03:06<02:03, 9.30it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 1 Train: 62%|██████▏ | 1862/3008 [03:06<02:08, 8.92it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 62%|██████▏ | 1864/3008 [03:07<02:14, 8.51it/s]
Epoch 1 Train: 62%|██████▏ | 1865/3008 [03:07<02:11, 8.70it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 1 Train: 62%|██████▏ | 1866/3008 [03:07<02:08, 8.89it/s]
Epoch 1 Train: 62%|██████▏ | 1867/3008 [03:07<02:11, 8.69it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 62%|██████▏ | 1868/3008 [03:07<02:07, 8.91it/s]
torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 405]) torch.Size([4, 405])
Epoch 1 Train: 62%|██████▏ | 1870/3008 [03:07<02:04, 9.15it/s]
Epoch 1 Train: 62%|██████▏ | 1871/3008 [03:07<02:12, 8.60it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 62%|██████▏ | 1873/3008 [03:08<02:05, 9.03it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 62%|██████▏ | 1874/3008 [03:08<02:03, 9.16it/s]
Epoch 1 Train: 62%|██████▏ | 1875/3008 [03:08<02:11, 8.60it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 1 Train: 62%|██████▏ | 1876/3008 [03:08<02:09, 8.77it/s]
Epoch 1 Train: 62%|██████▏ | 1877/3008 [03:08<02:19, 8.10it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 1 Train: 62%|██████▏ | 1878/3008 [03:08<02:26, 7.70it/s]
Epoch 1 Train: 62%|██████▏ | 1879/3008 [03:08<02:17, 8.18it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 560]) torch.Size([4, 560])
Epoch 1 Train: 62%|██████▎ | 1880/3008 [03:09<02:16, 8.29it/s]
Epoch 1 Train: 63%|██████▎ | 1882/3008 [03:09<01:55, 9.74it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 1 Train: 63%|██████▎ | 1883/3008 [03:09<02:03, 9.14it/s]
Epoch 1 Train: 63%|██████▎ | 1885/3008 [03:09<01:53, 9.88it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 1 Train: 63%|██████▎ | 1886/3008 [03:09<02:01, 9.24it/s]
Epoch 1 Train: 63%|██████▎ | 1888/3008 [03:09<01:51, 10.07it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 1 Train: 63%|██████▎ | 1890/3008 [03:09<01:43, 10.76it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 63%|██████▎ | 1892/3008 [03:10<01:38, 11.36it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 63%|██████▎ | 1894/3008 [03:10<01:41, 10.94it/s]
Epoch 1 Train: 63%|██████▎ | 1896/3008 [03:10<01:40, 11.02it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 1 Train: 63%|██████▎ | 1898/3008 [03:10<01:44, 10.60it/s]
Epoch 1 Train: 63%|██████▎ | 1900/3008 [03:10<01:43, 10.73it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 63%|██████▎ | 1902/3008 [03:11<01:42, 10.78it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 330]) torch.Size([4, 330])
Epoch 1 Train: 63%|██████▎ | 1904/3008 [03:11<01:53, 9.77it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 63%|██████▎ | 1906/3008 [03:11<01:48, 10.15it/s]
torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 63%|██████▎ | 1908/3008 [03:11<01:54, 9.65it/s]
Epoch 1 Train: 63%|██████▎ | 1910/3008 [03:11<01:49, 10.04it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 64%|██████▎ | 1912/3008 [03:12<01:46, 10.26it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 64%|██████▎ | 1914/3008 [03:12<01:44, 10.46it/s]
torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 64%|██████▎ | 1916/3008 [03:12<01:51, 9.82it/s]
Epoch 1 Train: 64%|██████▎ | 1917/3008 [03:12<01:50, 9.84it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 64%|██████▍ | 1919/3008 [03:12<01:44, 10.40it/s]
Epoch 1 Train: 64%|██████▍ | 1921/3008 [03:12<01:43, 10.54it/s]
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 64%|██████▍ | 1923/3008 [03:13<01:40, 10.78it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 64%|██████▍ | 1925/3008 [03:13<01:35, 11.30it/s]
Epoch 1 Train: 64%|██████▍ | 1927/3008 [03:13<01:36, 11.20it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 423]) torch.Size([4, 423])
Epoch 1 Train: 64%|██████▍ | 1929/3008 [03:13<01:34, 11.46it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 64%|██████▍ | 1931/3008 [03:13<01:29, 12.09it/s]
Epoch 1 Train: 64%|██████▍ | 1933/3008 [03:13<01:26, 12.48it/s]
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 64%|██████▍ | 1935/3008 [03:14<01:30, 11.87it/s]
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 64%|██████▍ | 1937/3008 [03:14<01:30, 11.80it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 64%|██████▍ | 1939/3008 [03:14<01:36, 11.05it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 1 Train: 65%|██████▍ | 1941/3008 [03:14<01:39, 10.71it/s]
Epoch 1 Train: 65%|██████▍ | 1943/3008 [03:14<01:40, 10.58it/s]
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 65%|██████▍ | 1945/3008 [03:15<01:37, 10.95it/s]
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 797]) torch.Size([4, 797])
Epoch 1 Train: 65%|██████▍ | 1947/3008 [03:15<01:43, 10.26it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 65%|██████▍ | 1949/3008 [03:15<01:46, 9.94it/s]
Epoch 1 Train: 65%|██████▍ | 1951/3008 [03:15<01:41, 10.38it/s]
torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 528]) torch.Size([4, 528])
Epoch 1 Train: 65%|██████▍ | 1953/3008 [03:15<01:46, 9.87it/s]
torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 65%|██████▍ | 1955/3008 [03:16<01:41, 10.34it/s]
Epoch 1 Train: 65%|██████▌ | 1957/3008 [03:16<01:38, 10.62it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 65%|██████▌ | 1959/3008 [03:16<01:47, 9.71it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 825]) torch.Size([4, 825])
Epoch 1 Train: 65%|██████▌ | 1961/3008 [03:16<01:45, 9.88it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 156]) torch.Size([4, 156])
Epoch 1 Train: 65%|██████▌ | 1963/3008 [03:16<01:39, 10.48it/s]
Epoch 1 Train: 65%|██████▌ | 1965/3008 [03:17<01:33, 11.12it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 1 Train: 65%|██████▌ | 1967/3008 [03:17<01:33, 11.08it/s]
torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 65%|██████▌ | 1969/3008 [03:17<01:42, 10.19it/s]
torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 66%|██████▌ | 1971/3008 [03:17<01:40, 10.31it/s]
Epoch 1 Train: 66%|██████▌ | 1973/3008 [03:17<01:38, 10.55it/s]
torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 66%|██████▌ | 1975/3008 [03:17<01:39, 10.37it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 507]) torch.Size([4, 507])
Epoch 1 Train: 66%|██████▌ | 1977/3008 [03:18<01:46, 9.71it/s]
Epoch 1 Train: 66%|██████▌ | 1979/3008 [03:18<01:42, 10.01it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 1 Train: 66%|██████▌ | 1981/3008 [03:18<01:41, 10.15it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 66%|██████▌ | 1983/3008 [03:18<01:39, 10.34it/s]
Epoch 1 Train: 66%|██████▌ | 1985/3008 [03:18<01:32, 11.04it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 406]) torch.Size([4, 406])
Epoch 1 Train: 66%|██████▌ | 1987/3008 [03:19<01:29, 11.39it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 66%|██████▌ | 1989/3008 [03:19<01:36, 10.57it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 66%|██████▌ | 1991/3008 [03:19<01:39, 10.24it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 1 Train: 66%|██████▋ | 1993/3008 [03:19<01:38, 10.28it/s]
Epoch 1 Train: 66%|██████▋ | 1995/3008 [03:20<01:51, 9.10it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 175]) torch.Size([4, 175])
Epoch 1 Train: 66%|██████▋ | 1997/3008 [03:20<01:39, 10.14it/s]
Epoch 1 Train: 66%|██████▋ | 1999/3008 [03:20<01:33, 10.78it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 67%|██████▋ | 2001/3008 [03:20<01:37, 10.34it/s]
torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 67%|██████▋ | 2003/3008 [03:20<01:39, 10.06it/s]
torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 67%|██████▋ | 2005/3008 [03:20<01:34, 10.57it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 168]) torch.Size([4, 168])
Epoch 1 Train: 67%|██████▋ | 2007/3008 [03:21<01:36, 10.32it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 67%|██████▋ | 2009/3008 [03:21<01:42, 9.75it/s]
Epoch 1 Train: 67%|██████▋ | 2011/3008 [03:21<01:34, 10.53it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 67%|██████▋ | 2013/3008 [03:21<01:41, 9.76it/s]
torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 1 Train: 67%|██████▋ | 2015/3008 [03:21<01:40, 9.90it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 67%|██████▋ | 2017/3008 [03:22<01:36, 10.25it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 556]) torch.Size([4, 556])
Epoch 1 Train: 67%|██████▋ | 2019/3008 [03:22<01:41, 9.76it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 67%|██████▋ | 2021/3008 [03:22<01:39, 9.87it/s]
Epoch 1 Train: 67%|██████▋ | 2023/3008 [03:22<01:39, 9.86it/s]
torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 1 Train: 67%|██████▋ | 2025/3008 [03:22<01:40, 9.75it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 219]) torch.Size([4, 219])
Epoch 1 Train: 67%|██████▋ | 2027/3008 [03:23<01:36, 10.19it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 1 Train: 67%|██████▋ | 2029/3008 [03:23<01:35, 10.27it/s]
Epoch 1 Train: 68%|██████▊ | 2031/3008 [03:23<01:35, 10.23it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 68%|██████▊ | 2033/3008 [03:23<01:35, 10.21it/s]
Epoch 1 Train: 68%|██████▊ | 2035/3008 [03:23<01:34, 10.32it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 1 Train: 68%|██████▊ | 2037/3008 [03:24<01:31, 10.63it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 340]) torch.Size([4, 340])
Epoch 1 Train: 68%|██████▊ | 2039/3008 [03:24<01:27, 11.07it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 380]) torch.Size([4, 380])
Epoch 1 Train: 68%|██████▊ | 2041/3008 [03:24<01:30, 10.68it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 1 Train: 68%|██████▊ | 2043/3008 [03:24<01:33, 10.34it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 68%|██████▊ | 2045/3008 [03:24<01:32, 10.40it/s]
Epoch 1 Train: 68%|██████▊ | 2047/3008 [03:25<01:36, 9.95it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 1 Train: 68%|██████▊ | 2049/3008 [03:25<01:31, 10.49it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 152]) torch.Size([4, 152])
Epoch 1 Train: 68%|██████▊ | 2051/3008 [03:25<01:33, 10.20it/s]
Epoch 1 Train: 68%|██████▊ | 2053/3008 [03:25<01:27, 10.88it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 68%|██████▊ | 2055/3008 [03:25<01:31, 10.47it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 68%|██████▊ | 2057/3008 [03:25<01:26, 10.98it/s]
torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 68%|██████▊ | 2059/3008 [03:26<01:28, 10.78it/s]
Epoch 1 Train: 69%|██████▊ | 2061/3008 [03:26<01:28, 10.72it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 166]) torch.Size([4, 166])
Epoch 1 Train: 69%|██████▊ | 2063/3008 [03:26<01:25, 11.06it/s]
Epoch 1 Train: 69%|██████▊ | 2065/3008 [03:26<01:25, 11.06it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 69%|██████▊ | 2067/3008 [03:26<01:29, 10.49it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 69%|██████▉ | 2069/3008 [03:27<01:39, 9.46it/s]
Epoch 1 Train: 69%|██████▉ | 2070/3008 [03:27<01:39, 9.43it/s]
torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 69%|██████▉ | 2072/3008 [03:27<01:34, 9.89it/s]
Epoch 1 Train: 69%|██████▉ | 2074/3008 [03:27<01:28, 10.60it/s]
torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 69%|██████▉ | 2076/3008 [03:27<01:30, 10.34it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 467]) torch.Size([4, 467])
Epoch 1 Train: 69%|██████▉ | 2078/3008 [03:27<01:28, 10.49it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 69%|██████▉ | 2080/3008 [03:28<01:33, 9.88it/s]
Epoch 1 Train: 69%|██████▉ | 2082/3008 [03:28<01:27, 10.53it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 69%|██████▉ | 2084/3008 [03:28<01:28, 10.45it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 69%|██████▉ | 2086/3008 [03:28<01:33, 9.85it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 224]) torch.Size([4, 224])
Epoch 1 Train: 69%|██████▉ | 2088/3008 [03:28<01:27, 10.46it/s]
Epoch 1 Train: 69%|██████▉ | 2090/3008 [03:29<01:24, 10.89it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 70%|██████▉ | 2092/3008 [03:29<01:20, 11.36it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 114]) torch.Size([4, 114])
Epoch 1 Train: 70%|██████▉ | 2094/3008 [03:29<01:24, 10.87it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 70%|██████▉ | 2096/3008 [03:29<01:20, 11.33it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 1 Train: 70%|██████▉ | 2098/3008 [03:29<01:24, 10.76it/s]
Epoch 1 Train: 70%|██████▉ | 2100/3008 [03:30<01:22, 11.05it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 70%|██████▉ | 2102/3008 [03:30<01:24, 10.71it/s]
torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 390]) torch.Size([4, 390])
Epoch 1 Train: 70%|██████▉ | 2104/3008 [03:30<01:29, 10.07it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 70%|███████ | 2106/3008 [03:30<01:29, 10.10it/s]
Epoch 1 Train: 70%|███████ | 2108/3008 [03:30<01:27, 10.33it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 1 Train: 70%|███████ | 2110/3008 [03:31<01:23, 10.74it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 1 Train: 70%|███████ | 2112/3008 [03:31<01:20, 11.19it/s]
Epoch 1 Train: 70%|███████ | 2114/3008 [03:31<01:18, 11.45it/s]
torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 391]) torch.Size([4, 391])
Epoch 1 Train: 70%|███████ | 2116/3008 [03:31<01:24, 10.52it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 70%|███████ | 2118/3008 [03:31<01:22, 10.76it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 70%|███████ | 2120/3008 [03:31<01:21, 10.91it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 71%|███████ | 2122/3008 [03:32<01:22, 10.72it/s]
Epoch 1 Train: 71%|███████ | 2124/3008 [03:32<01:20, 11.01it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 71%|███████ | 2126/3008 [03:32<01:18, 11.30it/s]
Epoch 1 Train: 71%|███████ | 2128/3008 [03:32<01:19, 11.08it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 71%|███████ | 2130/3008 [03:32<01:20, 10.90it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 71%|███████ | 2132/3008 [03:32<01:19, 11.02it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 355]) torch.Size([4, 355])
Epoch 1 Train: 71%|███████ | 2134/3008 [03:33<01:25, 10.21it/s]
Epoch 1 Train: 71%|███████ | 2136/3008 [03:33<01:21, 10.76it/s]
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 71%|███████ | 2138/3008 [03:33<01:21, 10.64it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 1 Train: 71%|███████ | 2140/3008 [03:33<01:23, 10.43it/s]
torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 214]) torch.Size([4, 214])
Epoch 1 Train: 71%|███████ | 2142/3008 [03:33<01:23, 10.39it/s]
Epoch 1 Train: 71%|███████▏ | 2144/3008 [03:34<01:25, 10.12it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 71%|███████▏ | 2146/3008 [03:34<01:28, 9.70it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 71%|███████▏ | 2148/3008 [03:34<01:24, 10.18it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 71%|███████▏ | 2150/3008 [03:34<01:24, 10.20it/s]
Epoch 1 Train: 72%|███████▏ | 2152/3008 [03:34<01:19, 10.76it/s]
torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 72%|███████▏ | 2154/3008 [03:35<01:23, 10.24it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 164]) torch.Size([4, 164])
Epoch 1 Train: 72%|███████▏ | 2156/3008 [03:35<01:24, 10.06it/s]
Epoch 1 Train: 72%|███████▏ | 2158/3008 [03:35<01:20, 10.50it/s]
torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 337]) torch.Size([4, 337])
Epoch 1 Train: 72%|███████▏ | 2160/3008 [03:35<01:22, 10.30it/s]
torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 72%|███████▏ | 2162/3008 [03:35<01:20, 10.51it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 162]) torch.Size([4, 162])
Epoch 1 Train: 72%|███████▏ | 2164/3008 [03:36<01:26, 9.80it/s]
Epoch 1 Train: 72%|███████▏ | 2165/3008 [03:36<01:27, 9.63it/s]
torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 1 Train: 72%|███████▏ | 2166/3008 [03:36<01:29, 9.42it/s]
Epoch 1 Train: 72%|███████▏ | 2167/3008 [03:36<01:29, 9.36it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 1 Train: 72%|███████▏ | 2169/3008 [03:36<01:19, 10.49it/s]
torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 72%|███████▏ | 2171/3008 [03:36<01:22, 10.19it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 145]) torch.Size([4, 145])
Epoch 1 Train: 72%|███████▏ | 2173/3008 [03:37<01:21, 10.22it/s]
Epoch 1 Train: 72%|███████▏ | 2175/3008 [03:37<01:28, 9.45it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 381]) torch.Size([4, 381])
Epoch 1 Train: 72%|███████▏ | 2177/3008 [03:37<01:26, 9.63it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 543]) torch.Size([4, 543])
Epoch 1 Train: 72%|███████▏ | 2179/3008 [03:37<01:24, 9.82it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 73%|███████▎ | 2181/3008 [03:37<01:25, 9.72it/s]
Epoch 1 Train: 73%|███████▎ | 2183/3008 [03:38<01:20, 10.30it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 73%|███████▎ | 2185/3008 [03:38<01:26, 9.55it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 340]) torch.Size([4, 340])
Epoch 1 Train: 73%|███████▎ | 2187/3008 [03:38<01:23, 9.88it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 73%|███████▎ | 2189/3008 [03:38<01:22, 9.94it/s]
Epoch 1 Train: 73%|███████▎ | 2191/3008 [03:38<01:18, 10.41it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 73%|███████▎ | 2193/3008 [03:39<01:15, 10.78it/s]
Epoch 1 Train: 73%|███████▎ | 2195/3008 [03:39<01:12, 11.17it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 73%|███████▎ | 2197/3008 [03:39<01:11, 11.30it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 73%|███████▎ | 2199/3008 [03:39<01:08, 11.86it/s]
torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 73%|███████▎ | 2201/3008 [03:39<01:11, 11.28it/s]
Epoch 1 Train: 73%|███████▎ | 2203/3008 [03:39<01:08, 11.71it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 1 Train: 73%|███████▎ | 2205/3008 [03:40<01:10, 11.36it/s]
Epoch 1 Train: 73%|███████▎ | 2207/3008 [03:40<01:10, 11.32it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 73%|███████▎ | 2209/3008 [03:40<01:17, 10.28it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 445]) torch.Size([4, 445])
Epoch 1 Train: 74%|███████▎ | 2211/3008 [03:40<01:18, 10.20it/s]
torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 74%|███████▎ | 2213/3008 [03:40<01:18, 10.18it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 74%|███████▎ | 2215/3008 [03:41<01:18, 10.15it/s]
Epoch 1 Train: 74%|███████▎ | 2217/3008 [03:41<01:17, 10.22it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 74%|███████▍ | 2219/3008 [03:41<01:15, 10.41it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 1 Train: 74%|███████▍ | 2221/3008 [03:41<01:16, 10.30it/s]
Epoch 1 Train: 74%|███████▍ | 2223/3008 [03:41<01:19, 9.87it/s]
torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 74%|███████▍ | 2224/3008 [03:41<01:19, 9.88it/s]
Epoch 1 Train: 74%|███████▍ | 2226/3008 [03:42<01:20, 9.71it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 74%|███████▍ | 2227/3008 [03:42<01:22, 9.42it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 1 Train: 74%|███████▍ | 2229/3008 [03:42<01:22, 9.48it/s]
Epoch 1 Train: 74%|███████▍ | 2230/3008 [03:42<01:21, 9.54it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 74%|███████▍ | 2232/3008 [03:42<01:15, 10.25it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 74%|███████▍ | 2234/3008 [03:43<01:18, 9.91it/s]
Epoch 1 Train: 74%|███████▍ | 2235/3008 [03:43<01:19, 9.70it/s]
torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 74%|███████▍ | 2236/3008 [03:43<01:19, 9.71it/s]
Epoch 1 Train: 74%|███████▍ | 2238/3008 [03:43<01:14, 10.37it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 1 Train: 74%|███████▍ | 2240/3008 [03:43<01:17, 9.96it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 1 Train: 75%|███████▍ | 2242/3008 [03:43<01:10, 10.89it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 468]) torch.Size([4, 468])
Epoch 1 Train: 75%|███████▍ | 2244/3008 [03:43<01:16, 10.01it/s]
Epoch 1 Train: 75%|███████▍ | 2246/3008 [03:44<01:12, 10.55it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 1 Train: 75%|███████▍ | 2248/3008 [03:44<01:10, 10.77it/s]
torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 75%|███████▍ | 2250/3008 [03:44<01:08, 11.09it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 75%|███████▍ | 2252/3008 [03:44<01:12, 10.46it/s]
Epoch 1 Train: 75%|███████▍ | 2254/3008 [03:44<01:10, 10.65it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 492]) torch.Size([4, 492])
Epoch 1 Train: 75%|███████▌ | 2256/3008 [03:45<01:10, 10.61it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 75%|███████▌ | 2258/3008 [03:45<01:11, 10.42it/s]
Epoch 1 Train: 75%|███████▌ | 2260/3008 [03:45<01:10, 10.61it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 75%|███████▌ | 2262/3008 [03:45<01:07, 11.06it/s]
torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 75%|███████▌ | 2264/3008 [03:45<01:06, 11.15it/s]
Epoch 1 Train: 75%|███████▌ | 2266/3008 [03:45<01:07, 11.03it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 1 Train: 75%|███████▌ | 2268/3008 [03:46<01:09, 10.69it/s]
torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 75%|███████▌ | 2270/3008 [03:46<01:09, 10.59it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 1 Train: 76%|███████▌ | 2272/3008 [03:46<01:11, 10.33it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 76%|███████▌ | 2274/3008 [03:46<01:14, 9.92it/s]
Epoch 1 Train: 76%|███████▌ | 2276/3008 [03:46<01:09, 10.55it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 76%|███████▌ | 2278/3008 [03:47<01:05, 11.17it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 76%|███████▌ | 2280/3008 [03:47<01:04, 11.21it/s]
Epoch 1 Train: 76%|███████▌ | 2282/3008 [03:47<01:03, 11.39it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 76%|███████▌ | 2284/3008 [03:47<01:02, 11.54it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 1 Train: 76%|███████▌ | 2286/3008 [03:47<01:02, 11.48it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 76%|███████▌ | 2288/3008 [03:48<01:11, 10.00it/s]
Epoch 1 Train: 76%|███████▌ | 2290/3008 [03:48<01:09, 10.37it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 76%|███████▌ | 2292/3008 [03:48<01:11, 10.02it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 504]) torch.Size([4, 504])
Epoch 1 Train: 76%|███████▋ | 2294/3008 [03:48<01:08, 10.49it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 76%|███████▋ | 2296/3008 [03:48<01:11, 9.96it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 76%|███████▋ | 2298/3008 [03:49<01:11, 9.87it/s]
Epoch 1 Train: 76%|███████▋ | 2300/3008 [03:49<01:09, 10.14it/s]
torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 77%|███████▋ | 2302/3008 [03:49<01:12, 9.70it/s]
torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 175]) torch.Size([4, 175])
Epoch 1 Train: 77%|███████▋ | 2304/3008 [03:49<01:12, 9.75it/s]
Epoch 1 Train: 77%|███████▋ | 2306/3008 [03:49<01:10, 10.01it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 1 Train: 77%|███████▋ | 2308/3008 [03:50<01:10, 9.88it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 1 Train: 77%|███████▋ | 2310/3008 [03:50<01:08, 10.25it/s]
Epoch 1 Train: 77%|███████▋ | 2312/3008 [03:50<01:04, 10.71it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 77%|███████▋ | 2314/3008 [03:50<01:10, 9.88it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 1 Train: 77%|███████▋ | 2316/3008 [03:50<01:12, 9.59it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 1 Train: 77%|███████▋ | 2318/3008 [03:51<01:12, 9.58it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 77%|███████▋ | 2319/3008 [03:51<01:11, 9.62it/s]
Epoch 1 Train: 77%|███████▋ | 2321/3008 [03:51<01:08, 9.98it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 77%|███████▋ | 2323/3008 [03:51<01:05, 10.52it/s]
torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 132]) torch.Size([4, 132])
Epoch 1 Train: 77%|███████▋ | 2325/3008 [03:51<01:06, 10.33it/s]
Epoch 1 Train: 77%|███████▋ | 2327/3008 [03:51<01:00, 11.20it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 77%|███████▋ | 2329/3008 [03:52<01:02, 10.81it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 77%|███████▋ | 2331/3008 [03:52<01:10, 9.61it/s]
torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 78%|███████▊ | 2333/3008 [03:52<01:03, 10.61it/s]
torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 78%|███████▊ | 2335/3008 [03:52<01:03, 10.57it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 78%|███████▊ | 2337/3008 [03:52<01:03, 10.54it/s]
Epoch 1 Train: 78%|███████▊ | 2339/3008 [03:53<01:02, 10.73it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 78%|███████▊ | 2341/3008 [03:53<00:58, 11.45it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 78%|███████▊ | 2343/3008 [03:53<01:03, 10.50it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 78%|███████▊ | 2345/3008 [03:53<01:06, 9.93it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 491]) torch.Size([4, 491])
Epoch 1 Train: 78%|███████▊ | 2347/3008 [03:53<01:08, 9.60it/s]
Epoch 1 Train: 78%|███████▊ | 2348/3008 [03:53<01:08, 9.58it/s]
torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 78%|███████▊ | 2350/3008 [03:54<01:05, 10.07it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 78%|███████▊ | 2352/3008 [03:54<01:06, 9.88it/s]
Epoch 1 Train: 78%|███████▊ | 2353/3008 [03:54<01:10, 9.32it/s]
torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 481]) torch.Size([4, 481])
Epoch 1 Train: 78%|███████▊ | 2355/3008 [03:54<01:09, 9.38it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 78%|███████▊ | 2356/3008 [03:54<01:10, 9.20it/s]
Epoch 1 Train: 78%|███████▊ | 2357/3008 [03:54<01:09, 9.34it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 78%|███████▊ | 2359/3008 [03:55<01:03, 10.18it/s]
Epoch 1 Train: 78%|███████▊ | 2361/3008 [03:55<01:01, 10.45it/s]
torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 1 Train: 79%|███████▊ | 2363/3008 [03:55<01:05, 9.89it/s]
torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 1 Train: 79%|███████▊ | 2364/3008 [03:55<01:09, 9.25it/s]
Epoch 1 Train: 79%|███████▊ | 2365/3008 [03:55<01:09, 9.32it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 79%|███████▊ | 2366/3008 [03:55<01:11, 8.98it/s]
Epoch 1 Train: 79%|███████▊ | 2368/3008 [03:56<01:02, 10.19it/s]
torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 79%|███████▉ | 2370/3008 [03:56<01:05, 9.67it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 327]) torch.Size([4, 327])
Epoch 1 Train: 79%|███████▉ | 2372/3008 [03:56<01:02, 10.13it/s]
Epoch 1 Train: 79%|███████▉ | 2374/3008 [03:56<01:00, 10.53it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 1 Train: 79%|███████▉ | 2376/3008 [03:56<00:55, 11.41it/s]
torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 79%|███████▉ | 2378/3008 [03:56<00:54, 11.47it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 79%|███████▉ | 2380/3008 [03:57<01:01, 10.24it/s]
torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 1 Train: 79%|███████▉ | 2382/3008 [03:57<01:01, 10.14it/s]
Epoch 1 Train: 79%|███████▉ | 2384/3008 [03:57<00:58, 10.66it/s]
torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 79%|███████▉ | 2386/3008 [03:57<00:59, 10.43it/s]
torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 79%|███████▉ | 2388/3008 [03:57<01:02, 9.88it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 79%|███████▉ | 2390/3008 [03:58<01:02, 9.87it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 1 Train: 80%|███████▉ | 2392/3008 [03:58<00:59, 10.33it/s]
Epoch 1 Train: 80%|███████▉ | 2394/3008 [03:58<00:57, 10.73it/s]
torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 1 Train: 80%|███████▉ | 2396/3008 [03:58<00:54, 11.24it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 301]) torch.Size([4, 301])
Epoch 1 Train: 80%|███████▉ | 2398/3008 [03:58<00:59, 10.20it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 875]) torch.Size([4, 875])
Epoch 1 Train: 80%|███████▉ | 2400/3008 [03:59<01:00, 10.10it/s]
Epoch 1 Train: 80%|███████▉ | 2402/3008 [03:59<00:56, 10.76it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 80%|███████▉ | 2404/3008 [03:59<00:55, 10.82it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 80%|███████▉ | 2406/3008 [03:59<00:56, 10.69it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 80%|████████ | 2408/3008 [03:59<00:59, 10.04it/s]
Epoch 1 Train: 80%|████████ | 2410/3008 [04:00<00:58, 10.28it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 80%|████████ | 2412/3008 [04:00<01:01, 9.64it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 461]) torch.Size([4, 461])
Epoch 1 Train: 80%|████████ | 2414/3008 [04:00<01:02, 9.56it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 80%|████████ | 2416/3008 [04:00<01:00, 9.75it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 1 Train: 80%|████████ | 2418/3008 [04:00<00:57, 10.30it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 201]) torch.Size([4, 201])
Epoch 1 Train: 80%|████████ | 2420/3008 [04:01<01:03, 9.28it/s]
Epoch 1 Train: 80%|████████ | 2421/3008 [04:01<01:03, 9.22it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 1 Train: 81%|████████ | 2423/3008 [04:01<00:59, 9.79it/s]
Epoch 1 Train: 81%|████████ | 2425/3008 [04:01<00:54, 10.68it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 135]) torch.Size([4, 135])
Epoch 1 Train: 81%|████████ | 2427/3008 [04:01<00:51, 11.28it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 81%|████████ | 2429/3008 [04:01<00:51, 11.14it/s]
torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 81%|████████ | 2431/3008 [04:02<00:52, 10.94it/s]
Epoch 1 Train: 81%|████████ | 2433/3008 [04:02<00:52, 10.87it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 81%|████████ | 2435/3008 [04:02<00:53, 10.77it/s]
Epoch 1 Train: 81%|████████ | 2437/3008 [04:02<00:51, 11.01it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 140]) torch.Size([4, 140])
Epoch 1 Train: 81%|████████ | 2439/3008 [04:02<00:51, 10.96it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 147]) torch.Size([4, 147])
Epoch 1 Train: 81%|████████ | 2441/3008 [04:03<00:53, 10.52it/s]
Epoch 1 Train: 81%|████████ | 2443/3008 [04:03<00:53, 10.54it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 81%|████████▏ | 2445/3008 [04:03<00:54, 10.42it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 81%|████████▏ | 2447/3008 [04:03<00:52, 10.69it/s]
torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 81%|████████▏ | 2449/3008 [04:03<00:57, 9.76it/s]
Epoch 1 Train: 81%|████████▏ | 2451/3008 [04:04<00:54, 10.31it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 82%|████████▏ | 2453/3008 [04:04<00:51, 10.69it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 124]) torch.Size([4, 124])
Epoch 1 Train: 82%|████████▏ | 2455/3008 [04:04<00:48, 11.42it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 82%|████████▏ | 2457/3008 [04:04<00:50, 10.95it/s]
Epoch 1 Train: 82%|████████▏ | 2459/3008 [04:04<00:50, 10.84it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 1 Train: 82%|████████▏ | 2461/3008 [04:04<00:52, 10.36it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 82%|████████▏ | 2463/3008 [04:05<00:51, 10.65it/s]
Epoch 1 Train: 82%|████████▏ | 2465/3008 [04:05<00:47, 11.36it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 82%|████████▏ | 2467/3008 [04:05<00:48, 11.10it/s]
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 82%|████████▏ | 2469/3008 [04:05<00:51, 10.52it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 1 Train: 82%|████████▏ | 2471/3008 [04:05<00:52, 10.29it/s]
Epoch 1 Train: 82%|████████▏ | 2473/3008 [04:06<00:50, 10.56it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 157]) torch.Size([4, 157])
Epoch 1 Train: 82%|████████▏ | 2475/3008 [04:06<00:49, 10.88it/s]
torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 1 Train: 82%|████████▏ | 2477/3008 [04:06<00:46, 11.35it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 82%|████████▏ | 2479/3008 [04:06<00:48, 10.97it/s]
Epoch 1 Train: 82%|████████▏ | 2481/3008 [04:06<00:49, 10.56it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 83%|████████▎ | 2483/3008 [04:06<00:49, 10.51it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 1 Train: 83%|████████▎ | 2485/3008 [04:07<00:52, 9.97it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 1 Train: 83%|████████▎ | 2487/3008 [04:07<00:52, 9.99it/s]
Epoch 1 Train: 83%|████████▎ | 2489/3008 [04:07<00:52, 9.86it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 500]) torch.Size([4, 500])
Epoch 1 Train: 83%|████████▎ | 2491/3008 [04:07<00:52, 9.91it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 83%|████████▎ | 2493/3008 [04:08<00:50, 10.23it/s]
torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 83%|████████▎ | 2495/3008 [04:08<00:50, 10.07it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 441]) torch.Size([4, 441])
Epoch 1 Train: 83%|████████▎ | 2497/3008 [04:08<00:52, 9.64it/s]
Epoch 1 Train: 83%|████████▎ | 2498/3008 [04:08<00:52, 9.65it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 83%|████████▎ | 2499/3008 [04:08<00:52, 9.66it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 83%|████████▎ | 2501/3008 [04:08<00:53, 9.44it/s]
Epoch 1 Train: 83%|████████▎ | 2503/3008 [04:09<00:48, 10.46it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 1 Train: 83%|████████▎ | 2505/3008 [04:09<00:45, 10.94it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 83%|████████▎ | 2507/3008 [04:09<00:47, 10.53it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 1 Train: 83%|████████▎ | 2509/3008 [04:09<00:47, 10.47it/s]
Epoch 1 Train: 83%|████████▎ | 2511/3008 [04:09<00:49, 10.12it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 84%|████████▎ | 2513/3008 [04:09<00:47, 10.51it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 1 Train: 84%|████████▎ | 2515/3008 [04:10<00:46, 10.55it/s]
Epoch 1 Train: 84%|████████▎ | 2517/3008 [04:10<00:42, 11.44it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 84%|████████▎ | 2519/3008 [04:10<00:43, 11.17it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 84%|████████▍ | 2521/3008 [04:10<00:44, 10.84it/s]
torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 84%|████████▍ | 2523/3008 [04:10<00:45, 10.68it/s]
Epoch 1 Train: 84%|████████▍ | 2525/3008 [04:11<00:44, 10.85it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 84%|████████▍ | 2527/3008 [04:11<00:45, 10.57it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 1 Train: 84%|████████▍ | 2529/3008 [04:11<00:48, 9.82it/s]
Epoch 1 Train: 84%|████████▍ | 2530/3008 [04:11<00:49, 9.72it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 1 Train: 84%|████████▍ | 2532/3008 [04:11<00:45, 10.37it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 84%|████████▍ | 2534/3008 [04:11<00:46, 10.23it/s]
Epoch 1 Train: 84%|████████▍ | 2536/3008 [04:12<00:43, 10.97it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 1 Train: 84%|████████▍ | 2538/3008 [04:12<00:45, 10.31it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 84%|████████▍ | 2540/3008 [04:12<00:47, 9.84it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 1 Train: 85%|████████▍ | 2542/3008 [04:12<00:49, 9.39it/s]
Epoch 1 Train: 85%|████████▍ | 2543/3008 [04:12<00:49, 9.45it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 492]) torch.Size([4, 492])
Epoch 1 Train: 85%|████████▍ | 2544/3008 [04:13<00:49, 9.45it/s]
Epoch 1 Train: 85%|████████▍ | 2545/3008 [04:13<00:50, 9.16it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 1 Train: 85%|████████▍ | 2547/3008 [04:13<00:45, 10.11it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 85%|████████▍ | 2549/3008 [04:13<00:42, 10.78it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 418]) torch.Size([4, 418])
Epoch 1 Train: 85%|████████▍ | 2551/3008 [04:13<00:46, 9.73it/s]
Epoch 1 Train: 85%|████████▍ | 2552/3008 [04:13<00:48, 9.45it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 1 Train: 85%|████████▍ | 2554/3008 [04:13<00:41, 10.87it/s]
Epoch 1 Train: 85%|████████▍ | 2556/3008 [04:14<00:37, 12.01it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 534]) torch.Size([4, 534])
Epoch 1 Train: 85%|████████▌ | 2558/3008 [04:14<00:40, 11.04it/s]
torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 85%|████████▌ | 2560/3008 [04:14<00:43, 10.29it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 1 Train: 85%|████████▌ | 2562/3008 [04:14<00:46, 9.68it/s]
torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 85%|████████▌ | 2564/3008 [04:14<00:46, 9.57it/s]
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 183]) torch.Size([4, 183])
Epoch 1 Train: 85%|████████▌ | 2566/3008 [04:15<00:45, 9.69it/s]
Epoch 1 Train: 85%|████████▌ | 2567/3008 [04:15<00:45, 9.73it/s]
Epoch 1 Train: 85%|████████▌ | 2568/3008 [04:15<00:44, 9.78it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 85%|████████▌ | 2569/3008 [04:15<00:45, 9.60it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 85%|████████▌ | 2571/3008 [04:15<00:44, 9.76it/s]
Epoch 1 Train: 86%|████████▌ | 2573/3008 [04:15<00:42, 10.26it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 86%|████████▌ | 2575/3008 [04:16<00:40, 10.58it/s]
Epoch 1 Train: 86%|████████▌ | 2577/3008 [04:16<00:37, 11.38it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 147]) torch.Size([4, 147])
Epoch 1 Train: 86%|████████▌ | 2579/3008 [04:16<00:41, 10.46it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 456]) torch.Size([4, 456])
Epoch 1 Train: 86%|████████▌ | 2581/3008 [04:16<00:40, 10.46it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 86%|████████▌ | 2583/3008 [04:16<00:40, 10.44it/s]
Epoch 1 Train: 86%|████████▌ | 2585/3008 [04:16<00:37, 11.34it/s]
torch.Size([4, 585]) torch.Size([4, 585]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 1 Train: 86%|████████▌ | 2587/3008 [04:17<00:38, 10.92it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 86%|████████▌ | 2589/3008 [04:17<00:39, 10.55it/s]
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 370]) torch.Size([4, 370])
Epoch 1 Train: 86%|████████▌ | 2591/3008 [04:17<00:42, 9.91it/s]
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 1 Train: 86%|████████▌ | 2593/3008 [04:17<00:43, 9.59it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 86%|████████▋ | 2595/3008 [04:18<00:44, 9.20it/s]
Epoch 1 Train: 86%|████████▋ | 2596/3008 [04:18<00:45, 8.97it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 86%|████████▋ | 2598/3008 [04:18<00:39, 10.37it/s]
Epoch 1 Train: 86%|████████▋ | 2600/3008 [04:18<00:36, 11.26it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 330]) torch.Size([4, 330])
Epoch 1 Train: 87%|████████▋ | 2602/3008 [04:18<00:36, 11.13it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 87%|████████▋ | 2604/3008 [04:18<00:36, 11.17it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 87%|████████▋ | 2606/3008 [04:19<00:38, 10.41it/s]
Epoch 1 Train: 87%|████████▋ | 2608/3008 [04:19<00:37, 10.62it/s]
torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 87%|████████▋ | 2610/3008 [04:19<00:37, 10.74it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 87%|████████▋ | 2612/3008 [04:19<00:38, 10.19it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 87%|████████▋ | 2614/3008 [04:19<00:38, 10.19it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 87%|████████▋ | 2616/3008 [04:19<00:38, 10.15it/s]
Epoch 1 Train: 87%|████████▋ | 2618/3008 [04:20<00:37, 10.40it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 87%|████████▋ | 2620/3008 [04:20<00:36, 10.73it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 87%|████████▋ | 2622/3008 [04:20<00:38, 9.94it/s]
Epoch 1 Train: 87%|████████▋ | 2624/3008 [04:20<00:37, 10.15it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 1 Train: 87%|████████▋ | 2626/3008 [04:20<00:35, 10.83it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 87%|████████▋ | 2628/3008 [04:21<00:34, 10.92it/s]
torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 557]) torch.Size([4, 557])
Epoch 1 Train: 87%|████████▋ | 2630/3008 [04:21<00:36, 10.49it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 538]) torch.Size([4, 538])
Epoch 1 Train: 88%|████████▊ | 2632/3008 [04:21<00:35, 10.46it/s]
Epoch 1 Train: 88%|████████▊ | 2634/3008 [04:21<00:35, 10.52it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 88%|████████▊ | 2636/3008 [04:21<00:34, 10.79it/s]
Epoch 1 Train: 88%|████████▊ | 2638/3008 [04:22<00:34, 10.73it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 489]) torch.Size([4, 489])
Epoch 1 Train: 88%|████████▊ | 2640/3008 [04:22<00:35, 10.49it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 88%|████████▊ | 2642/3008 [04:22<00:33, 10.80it/s]
Epoch 1 Train: 88%|████████▊ | 2644/3008 [04:22<00:33, 10.86it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 88%|████████▊ | 2646/3008 [04:22<00:33, 10.66it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 88%|████████▊ | 2648/3008 [04:22<00:31, 11.32it/s]
Epoch 1 Train: 88%|████████▊ | 2650/3008 [04:23<00:30, 11.87it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 1 Train: 88%|████████▊ | 2652/3008 [04:23<00:28, 12.38it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 88%|████████▊ | 2654/3008 [04:23<00:31, 11.32it/s]
Epoch 1 Train: 88%|████████▊ | 2656/3008 [04:23<00:29, 12.03it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 88%|████████▊ | 2658/3008 [04:23<00:29, 11.96it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 88%|████████▊ | 2660/3008 [04:23<00:30, 11.41it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 88%|████████▊ | 2662/3008 [04:24<00:31, 11.06it/s]
Epoch 1 Train: 89%|████████▊ | 2664/3008 [04:24<00:33, 10.36it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 89%|████████▊ | 2666/3008 [04:24<00:30, 11.03it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 113]) torch.Size([4, 113]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 89%|████████▊ | 2668/3008 [04:24<00:29, 11.46it/s]
Epoch 1 Train: 89%|████████▉ | 2670/3008 [04:24<00:31, 10.87it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 1 Train: 89%|████████▉ | 2672/3008 [04:25<00:31, 10.65it/s]
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 89%|████████▉ | 2674/3008 [04:25<00:31, 10.53it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 1 Train: 89%|████████▉ | 2676/3008 [04:25<00:30, 11.06it/s]
Epoch 1 Train: 89%|████████▉ | 2678/3008 [04:25<00:29, 11.22it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 89%|████████▉ | 2680/3008 [04:25<00:29, 11.12it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 89%|████████▉ | 2682/3008 [04:26<00:30, 10.63it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 89%|████████▉ | 2684/3008 [04:26<00:29, 11.01it/s]
Epoch 1 Train: 89%|████████▉ | 2686/3008 [04:26<00:29, 11.08it/s]
torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 1 Train: 89%|████████▉ | 2688/3008 [04:26<00:27, 11.73it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 89%|████████▉ | 2690/3008 [04:26<00:27, 11.39it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 436]) torch.Size([4, 436])
Epoch 1 Train: 89%|████████▉ | 2692/3008 [04:26<00:30, 10.49it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 90%|████████▉ | 2694/3008 [04:27<00:29, 10.50it/s]
Epoch 1 Train: 90%|████████▉ | 2696/3008 [04:27<00:30, 10.12it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 203]) torch.Size([4, 203])
Epoch 1 Train: 90%|████████▉ | 2698/3008 [04:27<00:30, 10.29it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 90%|████████▉ | 2700/3008 [04:27<00:30, 10.14it/s]
Epoch 1 Train: 90%|████████▉ | 2702/3008 [04:27<00:28, 10.60it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 90%|████████▉ | 2704/3008 [04:28<00:29, 10.30it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 90%|████████▉ | 2706/3008 [04:28<00:28, 10.44it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 90%|█████████ | 2708/3008 [04:28<00:27, 11.09it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 90%|█████████ | 2710/3008 [04:28<00:27, 10.81it/s]
Epoch 1 Train: 90%|█████████ | 2712/3008 [04:28<00:26, 11.31it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 1 Train: 90%|█████████ | 2714/3008 [04:28<00:26, 11.03it/s]
Epoch 1 Train: 90%|█████████ | 2716/3008 [04:29<00:26, 10.99it/s]
torch.Size([4, 565]) torch.Size([4, 565]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 90%|█████████ | 2718/3008 [04:29<00:27, 10.36it/s]
torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 90%|█████████ | 2720/3008 [04:29<00:27, 10.36it/s]
torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 1 Train: 90%|█████████ | 2722/3008 [04:29<00:28, 10.21it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 91%|█████████ | 2724/3008 [04:30<00:29, 9.77it/s]
torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 1 Train: 91%|█████████ | 2726/3008 [04:30<00:29, 9.66it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 1 Train: 91%|█████████ | 2728/3008 [04:30<00:28, 9.88it/s]
Epoch 1 Train: 91%|█████████ | 2730/3008 [04:30<00:27, 10.19it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 91%|█████████ | 2732/3008 [04:30<00:26, 10.35it/s]
Epoch 1 Train: 91%|█████████ | 2734/3008 [04:30<00:24, 11.37it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 1 Train: 91%|█████████ | 2736/3008 [04:31<00:25, 10.88it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 372]) torch.Size([4, 372])
Epoch 1 Train: 91%|█████████ | 2738/3008 [04:31<00:25, 10.75it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 91%|█████████ | 2740/3008 [04:31<00:25, 10.63it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 471]) torch.Size([4, 471])
Epoch 1 Train: 91%|█████████ | 2742/3008 [04:31<00:27, 9.71it/s]
Epoch 1 Train: 91%|█████████ | 2743/3008 [04:31<00:27, 9.75it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 91%|█████████ | 2744/3008 [04:31<00:27, 9.58it/s]
Epoch 1 Train: 91%|█████████▏| 2745/3008 [04:32<00:27, 9.55it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 1 Train: 91%|█████████▏| 2747/3008 [04:32<00:24, 10.85it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 91%|█████████▏| 2749/3008 [04:32<00:24, 10.52it/s]
Epoch 1 Train: 91%|█████████▏| 2751/3008 [04:32<00:24, 10.48it/s]
torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 92%|█████████▏| 2753/3008 [04:32<00:24, 10.43it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 1 Train: 92%|█████████▏| 2755/3008 [04:33<00:25, 10.06it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 353]) torch.Size([4, 353])
Epoch 1 Train: 92%|█████████▏| 2757/3008 [04:33<00:25, 9.91it/s]
Epoch 1 Train: 92%|█████████▏| 2759/3008 [04:33<00:23, 10.57it/s]
torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 92%|█████████▏| 2761/3008 [04:33<00:23, 10.44it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 473]) torch.Size([4, 473])
Epoch 1 Train: 92%|█████████▏| 2763/3008 [04:33<00:23, 10.64it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 1 Train: 92%|█████████▏| 2765/3008 [04:33<00:23, 10.51it/s]
Epoch 1 Train: 92%|█████████▏| 2767/3008 [04:34<00:23, 10.42it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 92%|█████████▏| 2769/3008 [04:34<00:24, 9.91it/s]
Epoch 1 Train: 92%|█████████▏| 2771/3008 [04:34<00:22, 10.59it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 92%|█████████▏| 2773/3008 [04:34<00:22, 10.51it/s]
torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 92%|█████████▏| 2775/3008 [04:34<00:22, 10.24it/s]
torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 1 Train: 92%|█████████▏| 2777/3008 [04:35<00:21, 10.59it/s]
Epoch 1 Train: 92%|█████████▏| 2779/3008 [04:35<00:21, 10.79it/s]
torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 1 Train: 92%|█████████▏| 2781/3008 [04:35<00:19, 11.42it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 142]) torch.Size([4, 142])
Epoch 1 Train: 93%|█████████▎| 2783/3008 [04:35<00:19, 11.53it/s]
Epoch 1 Train: 93%|█████████▎| 2785/3008 [04:35<00:19, 11.43it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 93%|█████████▎| 2787/3008 [04:35<00:19, 11.42it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 1 Train: 93%|█████████▎| 2789/3008 [04:36<00:19, 11.52it/s]
torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 1 Train: 93%|█████████▎| 2791/3008 [04:36<00:20, 10.57it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 93%|█████████▎| 2793/3008 [04:36<00:21, 10.03it/s]
torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 543]) torch.Size([4, 543])
Epoch 1 Train: 93%|█████████▎| 2795/3008 [04:36<00:24, 8.81it/s]
Epoch 1 Train: 93%|█████████▎| 2797/3008 [04:37<00:21, 9.74it/s]
torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 141]) torch.Size([4, 141])
Epoch 1 Train: 93%|█████████▎| 2799/3008 [04:37<00:22, 9.17it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 93%|█████████▎| 2800/3008 [04:37<00:23, 8.91it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 1 Train: 93%|█████████▎| 2802/3008 [04:37<00:22, 9.29it/s]
Epoch 1 Train: 93%|█████████▎| 2803/3008 [04:37<00:22, 9.29it/s]
Epoch 1 Train: 93%|█████████▎| 2804/3008 [04:37<00:21, 9.41it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 1 Train: 93%|█████████▎| 2806/3008 [04:37<00:19, 10.16it/s]
Epoch 1 Train: 93%|█████████▎| 2808/3008 [04:38<00:18, 10.53it/s]
torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 93%|█████████▎| 2810/3008 [04:38<00:18, 10.76it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 93%|█████████▎| 2812/3008 [04:38<00:18, 10.44it/s]
Epoch 1 Train: 94%|█████████▎| 2814/3008 [04:38<00:17, 10.99it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 94%|█████████▎| 2816/3008 [04:38<00:18, 10.46it/s]
torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 862]) torch.Size([4, 862])
Epoch 1 Train: 94%|█████████▎| 2818/3008 [04:39<00:17, 10.70it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 1 Train: 94%|█████████▍| 2820/3008 [04:39<00:17, 10.90it/s]
Epoch 1 Train: 94%|█████████▍| 2822/3008 [04:39<00:16, 10.97it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 1 Train: 94%|█████████▍| 2824/3008 [04:39<00:16, 11.10it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 1 Train: 94%|█████████▍| 2826/3008 [04:39<00:16, 11.35it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 94%|█████████▍| 2828/3008 [04:40<00:17, 10.40it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 1 Train: 94%|█████████▍| 2830/3008 [04:40<00:17, 9.97it/s]
Epoch 1 Train: 94%|█████████▍| 2832/3008 [04:40<00:17, 10.28it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 94%|█████████▍| 2834/3008 [04:40<00:16, 10.31it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 94%|█████████▍| 2836/3008 [04:40<00:17, 10.06it/s]
Epoch 1 Train: 94%|█████████▍| 2838/3008 [04:40<00:16, 10.62it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 1 Train: 94%|█████████▍| 2840/3008 [04:41<00:16, 10.33it/s]
torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 94%|█████████▍| 2842/3008 [04:41<00:15, 10.72it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 95%|█████████▍| 2844/3008 [04:41<00:15, 10.55it/s]
Epoch 1 Train: 95%|█████████▍| 2846/3008 [04:41<00:15, 10.21it/s]
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 95%|█████████▍| 2848/3008 [04:41<00:15, 10.48it/s]
Epoch 1 Train: 95%|█████████▍| 2850/3008 [04:42<00:14, 10.61it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 1 Train: 95%|█████████▍| 2852/3008 [04:42<00:14, 10.43it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 95%|█████████▍| 2854/3008 [04:42<00:15, 10.22it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 95%|█████████▍| 2856/3008 [04:42<00:14, 10.16it/s]
Epoch 1 Train: 95%|█████████▌| 2858/3008 [04:42<00:14, 10.38it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 545]) torch.Size([4, 545])
Epoch 1 Train: 95%|█████████▌| 2860/3008 [04:43<00:13, 10.71it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 1 Train: 95%|█████████▌| 2862/3008 [04:43<00:14, 10.33it/s]
Epoch 1 Train: 95%|█████████▌| 2864/3008 [04:43<00:13, 10.66it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 132]) torch.Size([4, 132])
Epoch 1 Train: 95%|█████████▌| 2866/3008 [04:43<00:14, 9.84it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 95%|█████████▌| 2868/3008 [04:43<00:12, 10.90it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 95%|█████████▌| 2870/3008 [04:44<00:13, 10.40it/s]
Epoch 1 Train: 95%|█████████▌| 2872/3008 [04:44<00:12, 10.54it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 1 Train: 96%|█████████▌| 2874/3008 [04:44<00:12, 11.14it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 96%|█████████▌| 2876/3008 [04:44<00:12, 10.60it/s]
Epoch 1 Train: 96%|█████████▌| 2878/3008 [04:44<00:11, 10.88it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 1 Train: 96%|█████████▌| 2880/3008 [04:44<00:11, 10.80it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 96%|█████████▌| 2882/3008 [04:45<00:11, 10.63it/s]
Epoch 1 Train: 96%|█████████▌| 2884/3008 [04:45<00:11, 10.88it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 96%|█████████▌| 2886/3008 [04:45<00:10, 11.43it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 96%|█████████▌| 2888/3008 [04:45<00:09, 12.33it/s]
Epoch 1 Train: 96%|█████████▌| 2890/3008 [04:45<00:09, 12.14it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 96%|█████████▌| 2892/3008 [04:45<00:09, 11.86it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 560]) torch.Size([4, 560])
Epoch 1 Train: 96%|█████████▌| 2894/3008 [04:46<00:10, 11.07it/s]
torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 1 Train: 96%|█████████▋| 2896/3008 [04:46<00:10, 10.21it/s]
Epoch 1 Train: 96%|█████████▋| 2898/3008 [04:46<00:10, 10.66it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 96%|█████████▋| 2900/3008 [04:46<00:10, 9.91it/s]
torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 96%|█████████▋| 2902/3008 [04:47<00:10, 10.01it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 97%|█████████▋| 2904/3008 [04:47<00:10, 9.85it/s]
Epoch 1 Train: 97%|█████████▋| 2906/3008 [04:47<00:09, 10.84it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 1 Train: 97%|█████████▋| 2908/3008 [04:47<00:08, 11.54it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 427]) torch.Size([4, 427])
Epoch 1 Train: 97%|█████████▋| 2910/3008 [04:47<00:08, 11.56it/s]
Epoch 1 Train: 97%|█████████▋| 2912/3008 [04:47<00:08, 11.71it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 97%|█████████▋| 2914/3008 [04:48<00:08, 11.21it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 135]) torch.Size([4, 135])
Epoch 1 Train: 97%|█████████▋| 2916/3008 [04:48<00:08, 11.09it/s]
Epoch 1 Train: 97%|█████████▋| 2918/3008 [04:48<00:08, 11.15it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 113]) torch.Size([4, 113])
Epoch 1 Train: 97%|█████████▋| 2920/3008 [04:48<00:08, 10.92it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 1 Train: 97%|█████████▋| 2922/3008 [04:48<00:07, 11.07it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 97%|█████████▋| 2924/3008 [04:48<00:07, 10.63it/s]
Epoch 1 Train: 97%|█████████▋| 2926/3008 [04:49<00:07, 10.75it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 201]) torch.Size([4, 201])
Epoch 1 Train: 97%|█████████▋| 2928/3008 [04:49<00:07, 10.95it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 162]) torch.Size([4, 162])
Epoch 1 Train: 97%|█████████▋| 2930/3008 [04:49<00:07, 10.87it/s]
Epoch 1 Train: 97%|█████████▋| 2932/3008 [04:49<00:06, 11.26it/s]
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 1 Train: 98%|█████████▊| 2934/3008 [04:49<00:06, 11.48it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 589]) torch.Size([4, 589])
Epoch 1 Train: 98%|█████████▊| 2936/3008 [04:50<00:06, 11.29it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 1 Train: 98%|█████████▊| 2938/3008 [04:50<00:06, 10.47it/s]
Epoch 1 Train: 98%|█████████▊| 2940/3008 [04:50<00:06, 10.83it/s]
torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 1 Train: 98%|█████████▊| 2942/3008 [04:50<00:06, 10.72it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 173]) torch.Size([4, 173])
Epoch 1 Train: 98%|█████████▊| 2944/3008 [04:50<00:05, 11.30it/s]
torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 98%|█████████▊| 2946/3008 [04:50<00:05, 10.95it/s]
Epoch 1 Train: 98%|█████████▊| 2948/3008 [04:51<00:05, 11.17it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 98%|█████████▊| 2950/3008 [04:51<00:05, 11.28it/s]
Epoch 1 Train: 98%|█████████▊| 2952/3008 [04:51<00:04, 11.30it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 1 Train: 98%|█████████▊| 2954/3008 [04:51<00:04, 11.60it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 397]) torch.Size([4, 397])
Epoch 1 Train: 98%|█████████▊| 2956/3008 [04:51<00:04, 10.55it/s]
torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 1 Train: 98%|█████████▊| 2958/3008 [04:52<00:04, 10.23it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 98%|█████████▊| 2960/3008 [04:52<00:04, 9.85it/s]
torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 1 Train: 98%|█████████▊| 2962/3008 [04:52<00:04, 10.32it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 99%|█████████▊| 2964/3008 [04:52<00:04, 10.27it/s]
Epoch 1 Train: 99%|█████████▊| 2966/3008 [04:52<00:03, 11.04it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 99%|█████████▊| 2968/3008 [04:53<00:03, 10.35it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 99%|█████████▊| 2970/3008 [04:53<00:03, 9.87it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 99%|█████████▉| 2972/3008 [04:53<00:03, 9.57it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 444]) torch.Size([4, 444])
Epoch 1 Train: 99%|█████████▉| 2973/3008 [04:53<00:03, 9.49it/s]
Epoch 1 Train: 99%|█████████▉| 2975/3008 [04:53<00:03, 9.91it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 99%|█████████▉| 2977/3008 [04:53<00:03, 10.21it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 99%|█████████▉| 2979/3008 [04:54<00:02, 10.59it/s]
Epoch 1 Train: 99%|█████████▉| 2981/3008 [04:54<00:02, 10.92it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 1 Train: 99%|█████████▉| 2983/3008 [04:54<00:02, 10.87it/s]
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 691]) torch.Size([4, 691])
Epoch 1 Train: 99%|█████████▉| 2985/3008 [04:54<00:02, 10.76it/s]
Epoch 1 Train: 99%|█████████▉| 2987/3008 [04:54<00:01, 11.05it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 99%|█████████▉| 2989/3008 [04:55<00:01, 11.21it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 408]) torch.Size([4, 408])
Epoch 1 Train: 99%|█████████▉| 2991/3008 [04:55<00:01, 11.55it/s]
Epoch 1 Train: 100%|█████████▉| 2993/3008 [04:55<00:01, 11.74it/s]
torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 100%|█████████▉| 2995/3008 [04:55<00:01, 11.11it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 1 Train: 100%|█████████▉| 2997/3008 [04:55<00:00, 11.63it/s]
Epoch 1 Train: 100%|█████████▉| 2999/3008 [04:55<00:00, 11.76it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 1 Train: 100%|█████████▉| 3001/3008 [04:56<00:00, 12.17it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 100%|█████████▉| 3003/3008 [04:56<00:00, 11.74it/s]
Epoch 1 Train: 100%|█████████▉| 3005/3008 [04:56<00:00, 11.88it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 100%|█████████▉| 3007/3008 [04:56<00:00, 11.45it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([3, 310]) torch.Size([3, 310])
Epoch 2 Train: 0%| | 0/3008 [00:00<?, ?it/s]
torch.Size([4, 405]) torch.Size([4, 405])
Epoch 2 Train: 0%| | 8/3008 [00:00<00:41, 72.57it/s]
torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 78]) torch.Size([4, 78]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 1%| | 17/3008 [00:00<00:38, 76.90it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 2 Train: 1%| | 26/3008 [00:00<00:37, 79.17it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 2 Train: 1%| | 34/3008 [00:00<00:37, 79.10it/s]
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 2 Train: 1%|▏ | 43/3008 [00:00<00:36, 81.77it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 731]) torch.Size([4, 731])
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 2 Train: 2%|▏ | 52/3008 [00:00<00:36, 80.65it/s]
Epoch 2 Train: 2%|▏ | 61/3008 [00:00<00:36, 80.07it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 249]) torch.Size([4, 249])
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 2%|▏ | 70/3008 [00:00<00:36, 80.65it/s]
Epoch 2 Train: 3%|▎ | 79/3008 [00:00<00:35, 81.86it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 263]) torch.Size([4, 263])
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 2 Train: 3%|▎ | 88/3008 [00:01<00:35, 82.20it/s]
Epoch 2 Train: 3%|▎ | 97/3008 [00:01<00:35, 81.39it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 262]) torch.Size([4, 262])
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 4%|▎ | 106/3008 [00:01<00:35, 82.30it/s]
Epoch 2 Train: 4%|▍ | 115/3008 [00:01<00:35, 80.99it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 228]) torch.Size([4, 228])
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 2 Train: 4%|▍ | 124/3008 [00:01<00:35, 82.14it/s]
Epoch 2 Train: 4%|▍ | 133/3008 [00:01<00:35, 81.52it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 376]) torch.Size([4, 376])
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 2 Train: 5%|▍ | 142/3008 [00:01<00:35, 81.07it/s]
Epoch 2 Train: 5%|▌ | 151/3008 [00:01<00:35, 81.27it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 238]) torch.Size([4, 238])
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 2 Train: 5%|▌ | 160/3008 [00:01<00:34, 82.18it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 2 Train: 6%|▌ | 169/3008 [00:02<00:34, 82.31it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 2 Train: 6%|▌ | 178/3008 [00:02<00:34, 82.98it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 121]) torch.Size([4, 121]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 482]) torch.Size([4, 482])
Epoch 2 Train: 6%|▌ | 187/3008 [00:02<00:34, 82.94it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 2 Train: 7%|▋ | 196/3008 [00:02<00:33, 83.37it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 2 Train: 7%|▋ | 205/3008 [00:02<00:33, 84.31it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 2 Train: 7%|▋ | 214/3008 [00:02<00:33, 83.85it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 183]) torch.Size([4, 183])
Epoch 2 Train: 7%|▋ | 223/3008 [00:02<00:33, 82.84it/s]
torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 2 Train: 8%|▊ | 232/3008 [00:02<00:32, 84.18it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 8%|▊ | 241/3008 [00:02<00:33, 83.56it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 2 Train: 8%|▊ | 250/3008 [00:03<00:32, 84.11it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 578]) torch.Size([4, 578]) torch.Size([4, 270]) torch.Size([4, 270])
torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 9%|▊ | 259/3008 [00:03<00:33, 80.92it/s]
Epoch 2 Train: 9%|▉ | 268/3008 [00:03<00:33, 81.19it/s]
torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 344]) torch.Size([4, 344])
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 2 Train: 9%|▉ | 277/3008 [00:03<00:34, 79.79it/s]
Epoch 2 Train: 10%|▉ | 286/3008 [00:03<00:33, 80.60it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 228]) torch.Size([4, 228])
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 2 Train: 10%|▉ | 295/3008 [00:03<00:34, 79.27it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 2 Train: 10%|█ | 304/3008 [00:03<00:33, 79.99it/s]
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 2 Train: 10%|█ | 313/3008 [00:03<00:33, 81.23it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 2 Train: 11%|█ | 322/3008 [00:03<00:32, 82.87it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 11%|█ | 331/3008 [00:04<00:32, 81.70it/s]
torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 2 Train: 11%|█▏ | 340/3008 [00:04<00:33, 80.80it/s]
torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 2 Train: 12%|█▏ | 349/3008 [00:04<00:32, 81.40it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 2 Train: 12%|█▏ | 358/3008 [00:04<00:32, 80.89it/s]
torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 2 Train: 12%|█▏ | 367/3008 [00:04<00:32, 82.05it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 2 Train: 12%|█▎ | 376/3008 [00:04<00:32, 81.78it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 415]) torch.Size([4, 415])
Epoch 2 Train: 13%|█▎ | 385/3008 [00:04<00:32, 80.77it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 222]) torch.Size([4, 222])
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 2 Train: 13%|█▎ | 394/3008 [00:04<00:32, 79.72it/s]
Epoch 2 Train: 13%|█▎ | 403/3008 [00:04<00:32, 80.07it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 260]) torch.Size([4, 260])
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 512]) torch.Size([4, 512])
Epoch 2 Train: 14%|█▎ | 412/3008 [00:05<00:32, 80.21it/s]
Epoch 2 Train: 14%|█▍ | 421/3008 [00:05<00:32, 80.47it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 177]) torch.Size([4, 177])
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 2 Train: 14%|█▍ | 430/3008 [00:05<00:31, 81.60it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 2 Train: 15%|█▍ | 439/3008 [00:05<00:31, 82.20it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 2 Train: 15%|█▍ | 448/3008 [00:05<00:31, 81.48it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 2 Train: 15%|█▌ | 457/3008 [00:05<00:30, 82.75it/s]
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 2 Train: 15%|█▌ | 466/3008 [00:05<00:31, 80.68it/s]
torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 2 Train: 16%|█▌ | 475/3008 [00:05<00:30, 82.18it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 2 Train: 16%|█▌ | 484/3008 [00:05<00:30, 81.54it/s]
torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 2 Train: 16%|█▋ | 493/3008 [00:06<00:30, 81.34it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 2 Train: 17%|█▋ | 502/3008 [00:06<00:30, 81.71it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 2 Train: 17%|█▋ | 511/3008 [00:06<00:30, 82.72it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 477]) torch.Size([4, 477])
Epoch 2 Train: 17%|█▋ | 520/3008 [00:06<00:29, 83.39it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 2 Train: 18%|█▊ | 529/3008 [00:06<00:30, 82.15it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 2 Train: 18%|█▊ | 538/3008 [00:06<00:30, 82.08it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 245]) torch.Size([4, 245])
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 2 Train: 18%|█▊ | 547/3008 [00:06<00:29, 82.51it/s]
Epoch 2 Train: 18%|█▊ | 556/3008 [00:06<00:29, 81.98it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 328]) torch.Size([4, 328])
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 2 Train: 19%|█▉ | 565/3008 [00:06<00:30, 80.76it/s]
Epoch 2 Train: 19%|█▉ | 574/3008 [00:07<00:29, 82.40it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 139]) torch.Size([4, 139])
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 2 Train: 19%|█▉ | 583/3008 [00:07<00:29, 81.13it/s]
Epoch 2 Train: 20%|█▉ | 592/3008 [00:07<00:30, 79.98it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 281]) torch.Size([4, 281])
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 2 Train: 20%|█▉ | 601/3008 [00:07<00:29, 81.29it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 2 Train: 20%|██ | 610/3008 [00:07<00:29, 81.53it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 2 Train: 21%|██ | 619/3008 [00:07<00:29, 81.95it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 384]) torch.Size([4, 384])
Epoch 2 Train: 21%|██ | 628/3008 [00:07<00:29, 80.65it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 2 Train: 21%|██ | 637/3008 [00:07<00:29, 80.00it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 2 Train: 21%|██▏ | 646/3008 [00:07<00:29, 81.24it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 2 Train: 22%|██▏ | 655/3008 [00:08<00:28, 83.06it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 391]) torch.Size([4, 391])
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 2 Train: 22%|██▏ | 664/3008 [00:08<00:28, 82.66it/s]
Epoch 2 Train: 22%|██▏ | 673/3008 [00:08<00:29, 79.83it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 223]) torch.Size([4, 223])
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 140]) torch.Size([4, 140])
Epoch 2 Train: 23%|██▎ | 682/3008 [00:08<00:28, 81.95it/s]
Epoch 2 Train: 23%|██▎ | 691/3008 [00:08<00:28, 80.60it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 238]) torch.Size([4, 238])
torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 2 Train: 23%|██▎ | 700/3008 [00:08<00:28, 81.31it/s]
Epoch 2 Train: 24%|██▎ | 709/3008 [00:08<00:27, 82.96it/s]
torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 105]) torch.Size([4, 105]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 270]) torch.Size([4, 270])
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 2 Train: 24%|██▍ | 718/3008 [00:08<00:27, 82.25it/s]
Epoch 2 Train: 24%|██▍ | 727/3008 [00:08<00:27, 82.99it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 302]) torch.Size([4, 302])
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 2 Train: 24%|██▍ | 736/3008 [00:09<00:29, 76.51it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 379]) torch.Size([4, 379])
Epoch 2 Train: 25%|██▍ | 745/3008 [00:09<00:28, 78.42it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 2 Train: 25%|██▌ | 754/3008 [00:09<00:28, 79.95it/s]
torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 2 Train: 25%|██▌ | 763/3008 [00:09<00:27, 81.11it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 2 Train: 26%|██▌ | 772/3008 [00:09<00:27, 81.54it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 2 Train: 26%|██▌ | 781/3008 [00:09<00:27, 82.22it/s]
torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 2 Train: 26%|██▋ | 790/3008 [00:09<00:26, 83.94it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 263]) torch.Size([4, 263])
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 2 Train: 27%|██▋ | 799/3008 [00:09<00:26, 83.60it/s]
Epoch 2 Train: 27%|██▋ | 808/3008 [00:09<00:26, 84.49it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 302]) torch.Size([4, 302])
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 2 Train: 27%|██▋ | 817/3008 [00:10<00:26, 82.89it/s]
Epoch 2 Train: 27%|██▋ | 826/3008 [00:10<00:26, 82.47it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 270]) torch.Size([4, 270])
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 2 Train: 28%|██▊ | 835/3008 [00:10<00:25, 83.83it/s]
Epoch 2 Train: 28%|██▊ | 844/3008 [00:10<00:26, 81.84it/s]
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 276]) torch.Size([4, 276])
torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 179]) torch.Size([4, 179])
Epoch 2 Train: 28%|██▊ | 853/3008 [00:10<00:26, 82.19it/s]
Epoch 2 Train: 29%|██▊ | 862/3008 [00:10<00:26, 82.20it/s]
torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 507]) torch.Size([4, 507])
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 2 Train: 29%|██▉ | 871/3008 [00:10<00:26, 81.12it/s]
Epoch 2 Train: 29%|██▉ | 880/3008 [00:10<00:26, 80.38it/s]
torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 177]) torch.Size([4, 177])
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 585]) torch.Size([4, 585]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 2 Train: 30%|██▉ | 889/3008 [00:10<00:26, 80.16it/s]
Epoch 2 Train: 30%|██▉ | 898/3008 [00:11<00:25, 81.56it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 496]) torch.Size([4, 496])
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 2 Train: 30%|███ | 907/3008 [00:11<00:25, 82.69it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 2 Train: 30%|███ | 916/3008 [00:11<00:25, 83.20it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 2 Train: 31%|███ | 925/3008 [00:11<00:25, 83.05it/s]
torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 2 Train: 31%|███ | 934/3008 [00:11<00:25, 82.15it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 183]) torch.Size([4, 183])
Epoch 2 Train: 31%|███▏ | 943/3008 [00:11<00:25, 82.45it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 550]) torch.Size([4, 550])
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 2 Train: 32%|███▏ | 952/3008 [00:11<00:25, 81.43it/s]
Epoch 2 Train: 32%|███▏ | 961/3008 [00:11<00:25, 81.16it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 359]) torch.Size([4, 359])
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 2 Train: 32%|███▏ | 970/3008 [00:11<00:24, 81.78it/s]
Epoch 2 Train: 33%|███▎ | 979/3008 [00:11<00:24, 82.37it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 255]) torch.Size([4, 255])
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 2 Train: 33%|███▎ | 988/3008 [00:12<00:24, 82.13it/s]
Epoch 2 Train: 33%|███▎ | 997/3008 [00:12<00:24, 81.04it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 267]) torch.Size([4, 267])
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 2 Train: 33%|███▎ | 1006/3008 [00:12<00:24, 81.26it/s]
Epoch 2 Train: 34%|███▎ | 1015/3008 [00:12<00:24, 80.79it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 334]) torch.Size([4, 334])
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 458]) torch.Size([4, 458])
Epoch 2 Train: 34%|███▍ | 1024/3008 [00:12<00:24, 80.15it/s]
Epoch 2 Train: 34%|███▍ | 1033/3008 [00:12<00:24, 79.55it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 226]) torch.Size([4, 226])
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 2 Train: 35%|███▍ | 1041/3008 [00:12<00:24, 79.48it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 543]) torch.Size([4, 543])
Epoch 2 Train: 35%|███▍ | 1050/3008 [00:12<00:24, 80.21it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 130]) torch.Size([4, 130])
Epoch 2 Train: 35%|███▌ | 1059/3008 [00:12<00:24, 80.48it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 2 Train: 36%|███▌ | 1068/3008 [00:13<00:24, 80.04it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 219]) torch.Size([4, 219])
Epoch 2 Train: 36%|███▌ | 1077/3008 [00:13<00:23, 80.90it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 395]) torch.Size([4, 395])
torch.Size([4, 171]) torch.Size([4, 171])
Epoch 2 Train: 36%|███▌ | 1086/3008 [00:13<00:24, 79.35it/s]
Epoch 2 Train: 36%|███▋ | 1094/3008 [00:13<00:24, 79.14it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 517]) torch.Size([4, 517])
torch.Size([4, 484]) torch.Size([4, 484])
Epoch 2 Train: 37%|███▋ | 1103/3008 [00:13<00:23, 80.30it/s]
Epoch 2 Train: 37%|███▋ | 1112/3008 [00:13<00:23, 80.23it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 528]) torch.Size([4, 528]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 314]) torch.Size([4, 314])
torch.Size([4, 208]) torch.Size([4, 208])
Epoch 2 Train: 37%|███▋ | 1121/3008 [00:13<00:23, 81.70it/s]
Epoch 2 Train: 38%|███▊ | 1130/3008 [00:13<00:23, 80.53it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 362]) torch.Size([4, 362])
torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 38%|███▊ | 1139/3008 [00:13<00:23, 81.16it/s]
Epoch 2 Train: 38%|███▊ | 1148/3008 [00:14<00:22, 81.95it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 423]) torch.Size([4, 423])
torch.Size([4, 266]) torch.Size([4, 266])
Epoch 2 Train: 38%|███▊ | 1157/3008 [00:14<00:22, 82.24it/s]
Epoch 2 Train: 39%|███▉ | 1166/3008 [00:14<00:22, 81.85it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 331]) torch.Size([4, 331])
torch.Size([4, 241]) torch.Size([4, 241])
Epoch 2 Train: 39%|███▉ | 1175/3008 [00:14<00:22, 83.09it/s]
Epoch 2 Train: 39%|███▉ | 1184/3008 [00:14<00:22, 79.76it/s]
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 875]) torch.Size([4, 875]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 2 Train: 40%|███▉ | 1193/3008 [00:14<00:22, 81.42it/s]
Epoch 2 Train: 40%|███▉ | 1202/3008 [00:14<00:22, 81.37it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 534]) torch.Size([4, 534])
Epoch 2 Train: 40%|████ | 1211/3008 [00:14<00:22, 80.57it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 2 Train: 41%|████ | 1220/3008 [00:14<00:22, 80.23it/s]
Epoch 2 Train: 41%|████ | 1229/3008 [00:15<00:21, 81.50it/s]
torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 797]) torch.Size([4, 797]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 557]) torch.Size([4, 557])
Epoch 2 Train: 41%|████ | 1238/3008 [00:15<00:21, 80.60it/s]
Epoch 2 Train: 41%|████▏ | 1247/3008 [00:15<00:22, 79.85it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 169]) torch.Size([4, 169])
Epoch 2 Train: 42%|████▏ | 1256/3008 [00:15<00:21, 79.74it/s]
Epoch 2 Train: 42%|████▏ | 1264/3008 [00:15<00:21, 79.70it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 2 Train: 42%|████▏ | 1273/3008 [00:15<00:21, 80.51it/s]
Epoch 2 Train: 43%|████▎ | 1282/3008 [00:15<00:21, 80.97it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 2 Train: 43%|████▎ | 1291/3008 [00:15<00:21, 79.59it/s]
Epoch 2 Train: 43%|████▎ | 1299/3008 [00:15<00:21, 78.42it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 2 Train: 43%|████▎ | 1307/3008 [00:16<00:21, 78.59it/s]
Epoch 2 Train: 44%|████▍ | 1316/3008 [00:16<00:21, 79.33it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 2 Train: 44%|████▍ | 1325/3008 [00:16<00:21, 80.13it/s]
Epoch 2 Train: 44%|████▍ | 1334/3008 [00:16<00:20, 79.93it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 2 Train: 45%|████▍ | 1343/3008 [00:16<00:20, 79.36it/s]
Epoch 2 Train: 45%|████▍ | 1351/3008 [00:16<00:21, 78.68it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 2 Train: 45%|████▌ | 1359/3008 [00:16<00:20, 78.83it/s]
Epoch 2 Train: 45%|████▌ | 1368/3008 [00:16<00:20, 80.94it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 2 Train: 46%|████▌ | 1377/3008 [00:16<00:20, 80.05it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 2 Train: 46%|████▌ | 1386/3008 [00:17<00:20, 78.99it/s]
Epoch 2 Train: 46%|████▋ | 1395/3008 [00:17<00:20, 80.11it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 2 Train: 47%|████▋ | 1404/3008 [00:17<00:19, 81.03it/s]
Epoch 2 Train: 47%|████▋ | 1413/3008 [00:17<00:19, 81.67it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 2 Train: 47%|████▋ | 1422/3008 [00:17<00:19, 80.61it/s]
Epoch 2 Train: 48%|████▊ | 1431/3008 [00:17<00:19, 79.59it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 2 Train: 48%|████▊ | 1439/3008 [00:17<00:19, 79.16it/s]
Epoch 2 Train: 48%|████▊ | 1447/3008 [00:17<00:19, 79.15it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 2 Train: 48%|████▊ | 1455/3008 [00:17<00:19, 78.83it/s]
Epoch 2 Train: 49%|████▊ | 1463/3008 [00:18<00:19, 78.49it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 412]) torch.Size([4, 412])
Epoch 2 Train: 49%|████▉ | 1472/3008 [00:18<00:19, 79.52it/s]
Epoch 2 Train: 49%|████▉ | 1481/3008 [00:18<00:18, 80.76it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 483]) torch.Size([4, 483])
Epoch 2 Train: 50%|████▉ | 1490/3008 [00:18<00:18, 79.94it/s]
Epoch 2 Train: 50%|████▉ | 1499/3008 [00:18<00:18, 80.82it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 2 Train: 50%|█████ | 1508/3008 [00:18<00:18, 82.68it/s]
Epoch 2 Train: 50%|█████ | 1517/3008 [00:18<00:17, 83.96it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 2 Train: 51%|█████ | 1526/3008 [00:18<00:17, 82.70it/s]
Epoch 2 Train: 51%|█████ | 1535/3008 [00:18<00:17, 83.82it/s]
torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 2 Train: 51%|█████▏ | 1544/3008 [00:19<00:17, 83.28it/s]
Epoch 2 Train: 52%|█████▏ | 1553/3008 [00:19<00:17, 83.23it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 2 Train: 52%|█████▏ | 1562/3008 [00:19<00:17, 83.15it/s]
Epoch 2 Train: 52%|█████▏ | 1571/3008 [00:19<00:17, 83.77it/s]
torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 2 Train: 53%|█████▎ | 1580/3008 [00:19<00:17, 82.22it/s]
torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 2 Train: 53%|█████▎ | 1589/3008 [00:19<00:17, 80.94it/s]
Epoch 2 Train: 53%|█████▎ | 1598/3008 [00:19<00:17, 81.60it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 2 Train: 53%|█████▎ | 1607/3008 [00:19<00:17, 80.61it/s]
Epoch 2 Train: 54%|█████▎ | 1616/3008 [00:19<00:17, 81.68it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 2 Train: 54%|█████▍ | 1625/3008 [00:20<00:17, 79.90it/s]
Epoch 2 Train: 54%|█████▍ | 1634/3008 [00:20<00:17, 80.40it/s]
torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 421]) torch.Size([4, 421])
Epoch 2 Train: 55%|█████▍ | 1643/3008 [00:20<00:17, 79.37it/s]
Epoch 2 Train: 55%|█████▍ | 1652/3008 [00:20<00:16, 79.78it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 2 Train: 55%|█████▌ | 1661/3008 [00:20<00:16, 79.69it/s]
Epoch 2 Train: 55%|█████▌ | 1669/3008 [00:20<00:16, 78.97it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 2 Train: 56%|█████▌ | 1677/3008 [00:20<00:17, 77.83it/s]
Epoch 2 Train: 56%|█████▌ | 1686/3008 [00:20<00:16, 79.79it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 2 Train: 56%|█████▋ | 1695/3008 [00:20<00:16, 81.36it/s]
Epoch 2 Train: 57%|█████▋ | 1704/3008 [00:21<00:16, 79.53it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 862]) torch.Size([4, 862]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 2 Train: 57%|█████▋ | 1713/3008 [00:21<00:16, 78.86it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 2 Train: 57%|█████▋ | 1722/3008 [00:21<00:16, 80.23it/s]
Epoch 2 Train: 58%|█████▊ | 1731/3008 [00:21<00:15, 80.35it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 565]) torch.Size([4, 565])
Epoch 2 Train: 58%|█████▊ | 1740/3008 [00:21<00:15, 79.28it/s]
Epoch 2 Train: 58%|█████▊ | 1748/3008 [00:21<00:15, 78.92it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 2 Train: 58%|█████▊ | 1757/3008 [00:21<00:15, 81.10it/s]
Epoch 2 Train: 59%|█████▊ | 1766/3008 [00:21<00:15, 82.26it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 59%|█████▉ | 1775/3008 [00:21<00:15, 81.82it/s]
Epoch 2 Train: 59%|█████▉ | 1784/3008 [00:21<00:14, 82.27it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 2 Train: 60%|█████▉ | 1793/3008 [00:22<00:14, 81.50it/s]
Epoch 2 Train: 60%|█████▉ | 1802/3008 [00:22<00:14, 81.58it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 2 Train: 60%|██████ | 1811/3008 [00:22<00:14, 80.99it/s]
Epoch 2 Train: 61%|██████ | 1820/3008 [00:22<00:14, 82.45it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 2 Train: 61%|██████ | 1829/3008 [00:22<00:14, 82.78it/s]
Epoch 2 Train: 61%|██████ | 1838/3008 [00:22<00:14, 83.37it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 2 Train: 61%|██████▏ | 1847/3008 [00:22<00:13, 83.08it/s]
Epoch 2 Train: 62%|██████▏ | 1856/3008 [00:22<00:13, 82.88it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 2 Train: 62%|██████▏ | 1865/3008 [00:22<00:13, 82.38it/s]
Epoch 2 Train: 62%|██████▏ | 1874/3008 [00:23<00:13, 81.23it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 2 Train: 63%|██████▎ | 1883/3008 [00:23<00:14, 76.65it/s]
torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 63%|██████▎ | 1892/3008 [00:23<00:14, 79.35it/s]
Epoch 2 Train: 63%|██████▎ | 1901/3008 [00:23<00:13, 79.80it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 2 Train: 63%|██████▎ | 1910/3008 [00:23<00:13, 81.11it/s]
Epoch 2 Train: 64%|██████▍ | 1919/3008 [00:23<00:13, 81.82it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 2 Train: 64%|██████▍ | 1928/3008 [00:23<00:13, 80.89it/s]
Epoch 2 Train: 64%|██████▍ | 1937/3008 [00:23<00:13, 82.07it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 2 Train: 65%|██████▍ | 1946/3008 [00:23<00:13, 81.00it/s]
Epoch 2 Train: 65%|██████▍ | 1955/3008 [00:24<00:13, 78.40it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 589]) torch.Size([4, 589]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 614]) torch.Size([4, 614]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 2 Train: 65%|██████▌ | 1964/3008 [00:24<00:13, 79.33it/s]
Epoch 2 Train: 66%|██████▌ | 1973/3008 [00:24<00:12, 80.64it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 2 Train: 66%|██████▌ | 1982/3008 [00:24<00:12, 79.86it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 113]) torch.Size([4, 113]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 66%|██████▌ | 1991/3008 [00:24<00:13, 76.60it/s]
Epoch 2 Train: 66%|██████▋ | 1999/3008 [00:24<00:13, 76.15it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 2 Train: 67%|██████▋ | 2007/3008 [00:24<00:13, 76.58it/s]
Epoch 2 Train: 67%|██████▋ | 2016/3008 [00:24<00:12, 78.35it/s]
torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 2 Train: 67%|██████▋ | 2024/3008 [00:24<00:12, 78.18it/s]
Epoch 2 Train: 68%|██████▊ | 2033/3008 [00:25<00:12, 79.80it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 2 Train: 68%|██████▊ | 2042/3008 [00:25<00:11, 80.75it/s]
Epoch 2 Train: 68%|██████▊ | 2051/3008 [00:25<00:11, 80.02it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 2 Train: 68%|██████▊ | 2060/3008 [00:25<00:12, 78.57it/s]
Epoch 2 Train: 69%|██████▉ | 2068/3008 [00:25<00:12, 76.36it/s]
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 464]) torch.Size([4, 464])
Epoch 2 Train: 69%|██████▉ | 2077/3008 [00:25<00:11, 78.14it/s]
Epoch 2 Train: 69%|██████▉ | 2086/3008 [00:25<00:11, 80.92it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 70%|██████▉ | 2095/3008 [00:25<00:11, 81.29it/s]
Epoch 2 Train: 70%|██████▉ | 2104/3008 [00:25<00:11, 82.10it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 98]) torch.Size([4, 98]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 2 Train: 70%|███████ | 2113/3008 [00:26<00:11, 80.41it/s]
Epoch 2 Train: 71%|███████ | 2122/3008 [00:26<00:10, 80.59it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 2 Train: 71%|███████ | 2131/3008 [00:26<00:10, 80.76it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 2 Train: 71%|███████ | 2140/3008 [00:26<00:10, 82.10it/s]
Epoch 2 Train: 71%|███████▏ | 2149/3008 [00:26<00:10, 83.31it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 2 Train: 72%|███████▏ | 2158/3008 [00:26<00:10, 84.44it/s]
Epoch 2 Train: 72%|███████▏ | 2167/3008 [00:26<00:10, 83.06it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 2 Train: 72%|███████▏ | 2176/3008 [00:26<00:10, 82.12it/s]
Epoch 2 Train: 73%|███████▎ | 2185/3008 [00:26<00:10, 79.95it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 107]) torch.Size([4, 107]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 2 Train: 73%|███████▎ | 2194/3008 [00:27<00:10, 80.57it/s]
Epoch 2 Train: 73%|███████▎ | 2203/3008 [00:27<00:10, 79.86it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 74%|███████▎ | 2211/3008 [00:27<00:10, 79.45it/s]
Epoch 2 Train: 74%|███████▍ | 2219/3008 [00:27<00:09, 79.03it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 2 Train: 74%|███████▍ | 2228/3008 [00:27<00:09, 80.00it/s]
Epoch 2 Train: 74%|███████▍ | 2237/3008 [00:27<00:09, 79.22it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 2 Train: 75%|███████▍ | 2246/3008 [00:27<00:09, 79.89it/s]
Epoch 2 Train: 75%|███████▍ | 2255/3008 [00:27<00:09, 80.30it/s]
torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 2 Train: 75%|███████▌ | 2264/3008 [00:27<00:09, 80.92it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 2 Train: 76%|███████▌ | 2273/3008 [00:28<00:08, 81.83it/s]
Epoch 2 Train: 76%|███████▌ | 2282/3008 [00:28<00:08, 82.16it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 2 Train: 76%|███████▌ | 2291/3008 [00:28<00:08, 82.01it/s]
Epoch 2 Train: 76%|███████▋ | 2300/3008 [00:28<00:08, 80.38it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 2 Train: 77%|███████▋ | 2309/3008 [00:28<00:08, 79.32it/s]
Epoch 2 Train: 77%|███████▋ | 2318/3008 [00:28<00:08, 80.10it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 2 Train: 77%|███████▋ | 2327/3008 [00:28<00:08, 80.08it/s]
Epoch 2 Train: 78%|███████▊ | 2336/3008 [00:28<00:08, 80.80it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 2 Train: 78%|███████▊ | 2345/3008 [00:28<00:08, 80.22it/s]
Epoch 2 Train: 78%|███████▊ | 2354/3008 [00:29<00:07, 82.87it/s]
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 2 Train: 79%|███████▊ | 2363/3008 [00:29<00:07, 82.48it/s]
Epoch 2 Train: 79%|███████▉ | 2372/3008 [00:29<00:07, 81.31it/s]
torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 2 Train: 79%|███████▉ | 2381/3008 [00:29<00:07, 79.50it/s]
torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 79%|███████▉ | 2390/3008 [00:29<00:07, 80.98it/s]
Epoch 2 Train: 80%|███████▉ | 2399/3008 [00:29<00:07, 82.32it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 120]) torch.Size([4, 120]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 2 Train: 80%|████████ | 2408/3008 [00:29<00:07, 80.58it/s]
Epoch 2 Train: 80%|████████ | 2417/3008 [00:29<00:07, 82.11it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 2 Train: 81%|████████ | 2426/3008 [00:29<00:07, 81.83it/s]
Epoch 2 Train: 81%|████████ | 2435/3008 [00:30<00:06, 82.24it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 2 Train: 81%|████████▏ | 2444/3008 [00:30<00:06, 82.00it/s]
Epoch 2 Train: 82%|████████▏ | 2453/3008 [00:30<00:06, 82.37it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 664]) torch.Size([4, 664])
Epoch 2 Train: 82%|████████▏ | 2462/3008 [00:30<00:06, 78.76it/s]
Epoch 2 Train: 82%|████████▏ | 2471/3008 [00:30<00:06, 80.47it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 825]) torch.Size([4, 825]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 2 Train: 82%|████████▏ | 2480/3008 [00:30<00:06, 79.98it/s]
Epoch 2 Train: 83%|████████▎ | 2489/3008 [00:30<00:06, 78.53it/s]
torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 83%|████████▎ | 2497/3008 [00:30<00:06, 78.73it/s]
Epoch 2 Train: 83%|████████▎ | 2505/3008 [00:30<00:06, 78.77it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 500]) torch.Size([4, 500])
Epoch 2 Train: 84%|████████▎ | 2513/3008 [00:31<00:06, 76.26it/s]
Epoch 2 Train: 84%|████████▍ | 2521/3008 [00:31<00:06, 77.29it/s]
torch.Size([4, 690]) torch.Size([4, 690]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 2 Train: 84%|████████▍ | 2530/3008 [00:31<00:06, 79.21it/s]
Epoch 2 Train: 84%|████████▍ | 2539/3008 [00:31<00:05, 80.82it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 2 Train: 85%|████████▍ | 2548/3008 [00:31<00:05, 81.42it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 2 Train: 85%|████████▌ | 2557/3008 [00:31<00:05, 79.77it/s]
Epoch 2 Train: 85%|████████▌ | 2566/3008 [00:31<00:05, 80.97it/s]
torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 2 Train: 86%|████████▌ | 2575/3008 [00:31<00:05, 82.12it/s]
Epoch 2 Train: 86%|████████▌ | 2584/3008 [00:31<00:05, 75.62it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 98]) torch.Size([4, 98]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 2 Train: 86%|████████▌ | 2592/3008 [00:32<00:05, 73.55it/s]
Epoch 2 Train: 86%|████████▋ | 2600/3008 [00:32<00:05, 75.16it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 2 Train: 87%|████████▋ | 2608/3008 [00:32<00:05, 76.22it/s]
Epoch 2 Train: 87%|████████▋ | 2617/3008 [00:32<00:05, 77.98it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 2 Train: 87%|████████▋ | 2625/3008 [00:32<00:04, 77.20it/s]
Epoch 2 Train: 88%|████████▊ | 2633/3008 [00:32<00:04, 77.01it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 2 Train: 88%|████████▊ | 2641/3008 [00:32<00:04, 76.34it/s]
Epoch 2 Train: 88%|████████▊ | 2650/3008 [00:32<00:04, 78.46it/s]
torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 2 Train: 88%|████████▊ | 2659/3008 [00:32<00:04, 78.46it/s]
Epoch 2 Train: 89%|████████▊ | 2667/3008 [00:33<00:04, 78.80it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 2 Train: 89%|████████▉ | 2676/3008 [00:33<00:04, 79.14it/s]
Epoch 2 Train: 89%|████████▉ | 2685/3008 [00:33<00:04, 80.31it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 2 Train: 90%|████████▉ | 2694/3008 [00:33<00:04, 78.22it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 433]) torch.Size([4, 433])
Epoch 2 Train: 90%|████████▉ | 2702/3008 [00:33<00:04, 76.32it/s]
Epoch 2 Train: 90%|█████████ | 2710/3008 [00:33<00:03, 76.88it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 2 Train: 90%|█████████ | 2718/3008 [00:33<00:03, 77.69it/s]
Epoch 2 Train: 91%|█████████ | 2727/3008 [00:33<00:03, 79.09it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 2 Train: 91%|█████████ | 2736/3008 [00:33<00:03, 79.80it/s]
Epoch 2 Train: 91%|█████████ | 2744/3008 [00:34<00:03, 79.59it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 530]) torch.Size([4, 530])
Epoch 2 Train: 92%|█████████▏| 2753/3008 [00:34<00:03, 80.70it/s]
Epoch 2 Train: 92%|█████████▏| 2762/3008 [00:34<00:03, 79.30it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 2 Train: 92%|█████████▏| 2770/3008 [00:34<00:03, 77.64it/s]
Epoch 2 Train: 92%|█████████▏| 2778/3008 [00:34<00:02, 77.75it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 2 Train: 93%|█████████▎| 2787/3008 [00:34<00:02, 79.80it/s]
Epoch 2 Train: 93%|█████████▎| 2795/3008 [00:34<00:02, 78.93it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 93%|█████████▎| 2803/3008 [00:34<00:02, 78.13it/s]
Epoch 2 Train: 93%|█████████▎| 2812/3008 [00:34<00:02, 80.12it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 2 Train: 94%|█████████▍| 2821/3008 [00:34<00:02, 81.60it/s]
Epoch 2 Train: 94%|█████████▍| 2830/3008 [00:35<00:02, 79.10it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 94%|█████████▍| 2839/3008 [00:35<00:02, 80.20it/s]
Epoch 2 Train: 95%|█████████▍| 2848/3008 [00:35<00:02, 77.69it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 847]) torch.Size([4, 847])
Epoch 2 Train: 95%|█████████▍| 2856/3008 [00:35<00:02, 75.67it/s]
Epoch 2 Train: 95%|█████████▌| 2864/3008 [00:35<00:01, 76.12it/s]
torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 2 Train: 95%|█████████▌| 2872/3008 [00:35<00:01, 76.02it/s]
Epoch 2 Train: 96%|█████████▌| 2881/3008 [00:35<00:01, 77.61it/s]
torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 457]) torch.Size([4, 457])
Epoch 2 Train: 96%|█████████▌| 2889/3008 [00:35<00:01, 77.85it/s]
torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 2 Train: 96%|█████████▋| 2898/3008 [00:35<00:01, 79.15it/s]
Epoch 2 Train: 97%|█████████▋| 2906/3008 [00:36<00:01, 78.51it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 2 Train: 97%|█████████▋| 2914/3008 [00:36<00:01, 76.54it/s]
Epoch 2 Train: 97%|█████████▋| 2923/3008 [00:36<00:01, 76.96it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 2 Train: 97%|█████████▋| 2932/3008 [00:36<00:00, 79.72it/s]
Epoch 2 Train: 98%|█████████▊| 2940/3008 [00:36<00:00, 79.38it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 2 Train: 98%|█████████▊| 2949/3008 [00:36<00:00, 79.22it/s]
Epoch 2 Train: 98%|█████████▊| 2957/3008 [00:36<00:00, 74.61it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 2 Train: 99%|█████████▊| 2965/3008 [00:36<00:00, 76.01it/s]
Epoch 2 Train: 99%|█████████▉| 2973/3008 [00:36<00:00, 77.08it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 2 Train: 99%|█████████▉| 2982/3008 [00:37<00:00, 77.51it/s]
Epoch 2 Train: 99%|█████████▉| 2990/3008 [00:37<00:00, 76.99it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 2 Train: 100%|█████████▉| 2998/3008 [00:37<00:00, 77.75it/s]
Epoch 2 Train: 100%|█████████▉| 3006/3008 [00:37<00:00, 76.80it/s]
torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([3, 543]) torch.Size([3, 543])
Epoch 3 Train: 0%| | 0/3008 [00:00<?, ?it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 875]) torch.Size([4, 875])
Epoch 3 Train: 0%| | 8/3008 [00:00<00:41, 72.25it/s]
torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 3 Train: 1%| | 17/3008 [00:00<00:38, 78.05it/s]
torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 433]) torch.Size([4, 433])
Epoch 3 Train: 1%| | 26/3008 [00:00<00:37, 79.75it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 1%| | 35/3008 [00:00<00:36, 80.74it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 3 Train: 1%|▏ | 44/3008 [00:00<00:35, 82.34it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 3 Train: 2%|▏ | 53/3008 [00:00<00:35, 82.32it/s]
torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 3 Train: 2%|▏ | 62/3008 [00:00<00:35, 82.10it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 310]) torch.Size([4, 310])
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 3 Train: 2%|▏ | 71/3008 [00:00<00:35, 82.38it/s]
Epoch 3 Train: 3%|▎ | 80/3008 [00:00<00:35, 81.96it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 236]) torch.Size([4, 236])
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 3 Train: 3%|▎ | 89/3008 [00:01<00:35, 82.67it/s]
Epoch 3 Train: 3%|▎ | 98/3008 [00:01<00:35, 81.79it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 266]) torch.Size([4, 266])
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 3 Train: 4%|▎ | 107/3008 [00:01<00:35, 81.28it/s]
Epoch 3 Train: 4%|▍ | 116/3008 [00:01<00:35, 81.01it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 392]) torch.Size([4, 392])
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 3 Train: 4%|▍ | 125/3008 [00:01<00:35, 81.56it/s]
Epoch 3 Train: 4%|▍ | 134/3008 [00:01<00:35, 82.05it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 173]) torch.Size([4, 173])
torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 5%|▍ | 143/3008 [00:01<00:35, 80.35it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 825]) torch.Size([4, 825]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 3 Train: 5%|▌ | 152/3008 [00:01<00:34, 82.05it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 3 Train: 5%|▌ | 161/3008 [00:01<00:34, 81.83it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 3 Train: 6%|▌ | 170/3008 [00:02<00:35, 79.41it/s]
torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 3 Train: 6%|▌ | 179/3008 [00:02<00:35, 80.73it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 116]) torch.Size([4, 116]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 293]) torch.Size([4, 293])
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 3 Train: 6%|▋ | 188/3008 [00:02<00:35, 80.06it/s]
Epoch 3 Train: 7%|▋ | 197/3008 [00:02<00:35, 80.18it/s]
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 318]) torch.Size([4, 318])
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 3 Train: 7%|▋ | 206/3008 [00:02<00:35, 78.58it/s]
Epoch 3 Train: 7%|▋ | 215/3008 [00:02<00:34, 80.59it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 289]) torch.Size([4, 289])
torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 3 Train: 7%|▋ | 224/3008 [00:02<00:34, 81.74it/s]
Epoch 3 Train: 8%|▊ | 233/3008 [00:02<00:33, 82.48it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 331]) torch.Size([4, 331])
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 509]) torch.Size([4, 509])
Epoch 3 Train: 8%|▊ | 242/3008 [00:02<00:33, 82.33it/s]
Epoch 3 Train: 8%|▊ | 251/3008 [00:03<00:33, 83.13it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 328]) torch.Size([4, 328])
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 3 Train: 9%|▊ | 260/3008 [00:03<00:33, 82.16it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 3 Train: 9%|▉ | 269/3008 [00:03<00:33, 81.65it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 3 Train: 9%|▉ | 278/3008 [00:03<00:32, 82.81it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 10%|▉ | 287/3008 [00:03<00:33, 81.28it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 573]) torch.Size([4, 573])
Epoch 3 Train: 10%|▉ | 296/3008 [00:03<00:33, 80.80it/s]
torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 3 Train: 10%|█ | 305/3008 [00:03<00:33, 81.43it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 3 Train: 10%|█ | 314/3008 [00:03<00:33, 81.11it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 391]) torch.Size([4, 391])
Epoch 3 Train: 11%|█ | 323/3008 [00:03<00:32, 81.84it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 11%|█ | 332/3008 [00:04<00:33, 79.54it/s]
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 254]) torch.Size([4, 254])
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 3 Train: 11%|█▏ | 341/3008 [00:04<00:33, 79.92it/s]
Epoch 3 Train: 12%|█▏ | 350/3008 [00:04<00:33, 80.53it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 270]) torch.Size([4, 270])
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 12%|█▏ | 359/3008 [00:04<00:32, 80.51it/s]
Epoch 3 Train: 12%|█▏ | 368/3008 [00:04<00:32, 80.79it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 361]) torch.Size([4, 361])
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 137]) torch.Size([4, 137])
Epoch 3 Train: 13%|█▎ | 377/3008 [00:04<00:32, 80.08it/s]
Epoch 3 Train: 13%|█▎ | 386/3008 [00:04<00:31, 82.07it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 296]) torch.Size([4, 296])
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 13%|█▎ | 395/3008 [00:04<00:31, 83.10it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 797]) torch.Size([4, 797]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 3 Train: 13%|█▎ | 404/3008 [00:04<00:31, 81.75it/s]
torch.Size([4, 585]) torch.Size([4, 585]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 3 Train: 14%|█▎ | 413/3008 [00:05<00:31, 82.96it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 3 Train: 14%|█▍ | 422/3008 [00:05<00:31, 81.86it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 3 Train: 14%|█▍ | 431/3008 [00:05<00:31, 81.99it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 3 Train: 15%|█▍ | 440/3008 [00:05<00:31, 82.10it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 3 Train: 15%|█▍ | 449/3008 [00:05<00:30, 83.12it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 126]) torch.Size([4, 126])
Epoch 3 Train: 15%|█▌ | 458/3008 [00:05<00:31, 81.95it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 3 Train: 16%|█▌ | 467/3008 [00:05<00:31, 81.46it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 16%|█▌ | 476/3008 [00:05<00:31, 80.76it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 3 Train: 16%|█▌ | 485/3008 [00:05<00:31, 81.27it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 423]) torch.Size([4, 423])
Epoch 3 Train: 16%|█▋ | 494/3008 [00:06<00:31, 81.02it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 3 Train: 17%|█▋ | 503/3008 [00:06<00:31, 80.12it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 172]) torch.Size([4, 172])
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 17%|█▋ | 512/3008 [00:06<00:31, 80.37it/s]
torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 3 Train: 17%|█▋ | 521/3008 [00:06<00:31, 79.74it/s]
torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 3 Train: 18%|█▊ | 529/3008 [00:06<00:31, 78.60it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 18%|█▊ | 538/3008 [00:06<00:30, 80.28it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 400]) torch.Size([4, 400])
Epoch 3 Train: 18%|█▊ | 547/3008 [00:06<00:30, 80.05it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 3 Train: 18%|█▊ | 556/3008 [00:06<00:30, 80.42it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 19%|█▉ | 565/3008 [00:06<00:30, 80.35it/s]
torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 3 Train: 19%|█▉ | 574/3008 [00:07<00:30, 80.75it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 513]) torch.Size([4, 513])
Epoch 3 Train: 19%|█▉ | 583/3008 [00:07<00:30, 80.41it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 3 Train: 20%|█▉ | 592/3008 [00:07<00:30, 79.38it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 20%|█▉ | 601/3008 [00:07<00:30, 80.08it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 214]) torch.Size([4, 214])
Epoch 3 Train: 20%|██ | 610/3008 [00:07<00:29, 81.49it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 21%|██ | 619/3008 [00:07<00:29, 80.60it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 3 Train: 21%|██ | 628/3008 [00:07<00:29, 81.88it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 3 Train: 21%|██ | 637/3008 [00:07<00:28, 82.44it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 532]) torch.Size([4, 532])
Epoch 3 Train: 21%|██▏ | 646/3008 [00:07<00:28, 83.43it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 551]) torch.Size([4, 551])
Epoch 3 Train: 22%|██▏ | 655/3008 [00:08<00:28, 82.64it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 3 Train: 22%|██▏ | 664/3008 [00:08<00:28, 83.06it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 3 Train: 22%|██▏ | 673/3008 [00:08<00:28, 82.32it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 485]) torch.Size([4, 485])
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 3 Train: 23%|██▎ | 682/3008 [00:08<00:28, 81.11it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 468]) torch.Size([4, 468])
Epoch 3 Train: 23%|██▎ | 691/3008 [00:08<00:29, 79.53it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 3 Train: 23%|██▎ | 700/3008 [00:08<00:28, 81.14it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 3 Train: 24%|██▎ | 709/3008 [00:08<00:27, 82.12it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 24%|██▍ | 718/3008 [00:08<00:27, 83.06it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 3 Train: 24%|██▍ | 727/3008 [00:08<00:27, 83.04it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 3 Train: 24%|██▍ | 736/3008 [00:09<00:27, 83.06it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 559]) torch.Size([4, 559])
Epoch 3 Train: 25%|██▍ | 745/3008 [00:09<00:27, 81.05it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 117]) torch.Size([4, 117])
Epoch 3 Train: 25%|██▌ | 754/3008 [00:09<00:27, 82.21it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 3 Train: 25%|██▌ | 763/3008 [00:09<00:27, 82.42it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 425]) torch.Size([4, 425])
Epoch 3 Train: 26%|██▌ | 772/3008 [00:09<00:27, 80.09it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 444]) torch.Size([4, 444])
Epoch 3 Train: 26%|██▌ | 781/3008 [00:09<00:27, 80.14it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 289]) torch.Size([4, 289])
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 3 Train: 26%|██▋ | 790/3008 [00:09<00:27, 80.00it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 3 Train: 27%|██▋ | 799/3008 [00:09<00:29, 73.99it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 27%|██▋ | 807/3008 [00:09<00:29, 75.44it/s]
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 3 Train: 27%|██▋ | 815/3008 [00:10<00:28, 76.00it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 436]) torch.Size([4, 436])
Epoch 3 Train: 27%|██▋ | 823/3008 [00:10<00:28, 76.76it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 3 Train: 28%|██▊ | 831/3008 [00:10<00:28, 76.73it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 28%|██▊ | 840/3008 [00:10<00:27, 78.53it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 3 Train: 28%|██▊ | 849/3008 [00:10<00:27, 79.49it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 3 Train: 29%|██▊ | 858/3008 [00:10<00:26, 80.37it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 3 Train: 29%|██▉ | 867/3008 [00:10<00:26, 79.63it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 3 Train: 29%|██▉ | 876/3008 [00:10<00:26, 79.75it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 3 Train: 29%|██▉ | 885/3008 [00:10<00:26, 81.01it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 3 Train: 30%|██▉ | 894/3008 [00:11<00:25, 81.59it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 3 Train: 30%|███ | 903/3008 [00:11<00:26, 80.89it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 3 Train: 30%|███ | 912/3008 [00:11<00:26, 79.38it/s]
torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 3 Train: 31%|███ | 920/3008 [00:11<00:26, 79.39it/s]
torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 3 Train: 31%|███ | 929/3008 [00:11<00:25, 80.43it/s]
torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 477]) torch.Size([4, 477])
Epoch 3 Train: 31%|███ | 938/3008 [00:11<00:25, 81.36it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 3 Train: 31%|███▏ | 947/3008 [00:11<00:25, 82.11it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 221]) torch.Size([4, 221])
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 3 Train: 32%|███▏ | 956/3008 [00:11<00:24, 83.57it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 3 Train: 32%|███▏ | 965/3008 [00:11<00:24, 82.73it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 321]) torch.Size([4, 321])
Epoch 3 Train: 32%|███▏ | 974/3008 [00:12<00:24, 82.03it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 3 Train: 33%|███▎ | 983/3008 [00:12<00:24, 81.41it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 33%|███▎ | 992/3008 [00:12<00:24, 81.97it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 156]) torch.Size([4, 156])
Epoch 3 Train: 33%|███▎ | 1001/3008 [00:12<00:24, 82.17it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 3 Train: 34%|███▎ | 1010/3008 [00:12<00:24, 82.42it/s]
torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 3 Train: 34%|███▍ | 1019/3008 [00:12<00:24, 81.78it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 3 Train: 34%|███▍ | 1028/3008 [00:12<00:24, 82.47it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 3 Train: 34%|███▍ | 1037/3008 [00:12<00:23, 83.09it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 3 Train: 35%|███▍ | 1046/3008 [00:12<00:23, 83.69it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 3 Train: 35%|███▌ | 1055/3008 [00:13<00:23, 81.92it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 3 Train: 35%|███▌ | 1064/3008 [00:13<00:23, 81.26it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 3 Train: 36%|███▌ | 1073/3008 [00:13<00:23, 80.88it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 3 Train: 36%|███▌ | 1082/3008 [00:13<00:23, 80.59it/s]
torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 338]) torch.Size([4, 338])
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 3 Train: 36%|███▋ | 1091/3008 [00:13<00:23, 80.06it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 3 Train: 37%|███▋ | 1100/3008 [00:13<00:24, 78.02it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 3 Train: 37%|███▋ | 1108/3008 [00:13<00:25, 75.98it/s]
torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 37%|███▋ | 1116/3008 [00:13<00:24, 76.64it/s]
torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 446]) torch.Size([4, 446])
Epoch 3 Train: 37%|███▋ | 1125/3008 [00:13<00:24, 78.18it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 392]) torch.Size([4, 392])
Epoch 3 Train: 38%|███▊ | 1133/3008 [00:14<00:24, 77.66it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 3 Train: 38%|███▊ | 1141/3008 [00:14<00:23, 77.87it/s]
torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 3 Train: 38%|███▊ | 1149/3008 [00:14<00:24, 76.55it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 38%|███▊ | 1158/3008 [00:14<00:23, 77.70it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 520]) torch.Size([4, 520])
Epoch 3 Train: 39%|███▉ | 1167/3008 [00:14<00:23, 78.53it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 3 Train: 39%|███▉ | 1176/3008 [00:14<00:23, 79.29it/s]
torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 3 Train: 39%|███▉ | 1185/3008 [00:14<00:22, 80.26it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 423]) torch.Size([4, 423])
Epoch 3 Train: 40%|███▉ | 1194/3008 [00:14<00:22, 79.90it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 3 Train: 40%|███▉ | 1203/3008 [00:14<00:22, 80.80it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 40%|████ | 1212/3008 [00:15<00:22, 80.95it/s]
torch.Size([4, 614]) torch.Size([4, 614]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 557]) torch.Size([4, 557])
Epoch 3 Train: 41%|████ | 1221/3008 [00:15<00:22, 79.26it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 3 Train: 41%|████ | 1229/3008 [00:15<00:22, 77.83it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 3 Train: 41%|████ | 1237/3008 [00:15<00:22, 78.15it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 3 Train: 41%|████▏ | 1246/3008 [00:15<00:22, 79.26it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 341]) torch.Size([4, 341])
torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 3 Train: 42%|████▏ | 1254/3008 [00:15<00:22, 77.07it/s]
Epoch 3 Train: 42%|████▏ | 1263/3008 [00:15<00:22, 78.26it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 349]) torch.Size([4, 349])
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 3 Train: 42%|████▏ | 1271/3008 [00:15<00:22, 77.99it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 578]) torch.Size([4, 578]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 3 Train: 43%|████▎ | 1280/3008 [00:15<00:21, 79.84it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 3 Train: 43%|████▎ | 1288/3008 [00:15<00:22, 75.99it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 3 Train: 43%|████▎ | 1297/3008 [00:16<00:22, 77.75it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 3 Train: 43%|████▎ | 1306/3008 [00:16<00:21, 79.70it/s]
torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 3 Train: 44%|████▎ | 1315/3008 [00:16<00:21, 80.20it/s]
torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 3 Train: 44%|████▍ | 1324/3008 [00:16<00:21, 79.48it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 3 Train: 44%|████▍ | 1332/3008 [00:16<00:21, 79.61it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 242]) torch.Size([4, 242])
Epoch 3 Train: 45%|████▍ | 1341/3008 [00:16<00:20, 81.13it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 555]) torch.Size([4, 555])
Epoch 3 Train: 45%|████▍ | 1350/3008 [00:16<00:21, 78.84it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 134]) torch.Size([4, 134])
Epoch 3 Train: 45%|████▌ | 1359/3008 [00:16<00:20, 79.89it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 435]) torch.Size([4, 435])
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 3 Train: 45%|████▌ | 1368/3008 [00:17<00:21, 77.64it/s]
Epoch 3 Train: 46%|████▌ | 1376/3008 [00:17<00:21, 76.13it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 172]) torch.Size([4, 172])
torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 199]) torch.Size([4, 199])
Epoch 3 Train: 46%|████▌ | 1385/3008 [00:17<00:20, 78.17it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 3 Train: 46%|████▋ | 1393/3008 [00:17<00:20, 78.63it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 3 Train: 47%|████▋ | 1401/3008 [00:17<00:20, 78.15it/s]
torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 116]) torch.Size([4, 116])
Epoch 3 Train: 47%|████▋ | 1410/3008 [00:17<00:19, 80.32it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 47%|████▋ | 1419/3008 [00:17<00:19, 80.79it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 489]) torch.Size([4, 489])
Epoch 3 Train: 47%|████▋ | 1428/3008 [00:17<00:19, 79.38it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 3 Train: 48%|████▊ | 1436/3008 [00:17<00:19, 79.15it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 3 Train: 48%|████▊ | 1444/3008 [00:17<00:20, 77.61it/s]
torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 3 Train: 48%|████▊ | 1452/3008 [00:18<00:19, 78.12it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 49%|████▊ | 1460/3008 [00:18<00:19, 78.52it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 3 Train: 49%|████▉ | 1468/3008 [00:18<00:19, 78.89it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 3 Train: 49%|████▉ | 1477/3008 [00:18<00:19, 80.34it/s]
torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 3 Train: 49%|████▉ | 1486/3008 [00:18<00:18, 80.84it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 3 Train: 50%|████▉ | 1495/3008 [00:18<00:18, 82.98it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 3 Train: 50%|█████ | 1504/3008 [00:18<00:18, 82.24it/s]
torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 3 Train: 50%|█████ | 1513/3008 [00:18<00:18, 80.70it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 51%|█████ | 1522/3008 [00:18<00:18, 80.75it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 301]) torch.Size([4, 301])
Epoch 3 Train: 51%|█████ | 1531/3008 [00:19<00:18, 81.56it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 3 Train: 51%|█████ | 1540/3008 [00:19<00:18, 80.52it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 3 Train: 51%|█████▏ | 1549/3008 [00:19<00:18, 80.78it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 3 Train: 52%|█████▏ | 1558/3008 [00:19<00:17, 81.23it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 690]) torch.Size([4, 690])
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 52%|█████▏ | 1567/3008 [00:19<00:18, 78.02it/s]
Epoch 3 Train: 52%|█████▏ | 1576/3008 [00:19<00:17, 79.71it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 540]) torch.Size([4, 540])
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 3 Train: 53%|█████▎ | 1585/3008 [00:19<00:17, 79.75it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 3 Train: 53%|█████▎ | 1593/3008 [00:19<00:18, 78.55it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 3 Train: 53%|█████▎ | 1602/3008 [00:19<00:17, 80.07it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 3 Train: 54%|█████▎ | 1611/3008 [00:20<00:17, 80.71it/s]
torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 3 Train: 54%|█████▍ | 1620/3008 [00:20<00:17, 79.97it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 3 Train: 54%|█████▍ | 1629/3008 [00:20<00:17, 81.06it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 589]) torch.Size([4, 589]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 3 Train: 54%|█████▍ | 1638/3008 [00:20<00:17, 79.60it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 336]) torch.Size([4, 336])
Epoch 3 Train: 55%|█████▍ | 1647/3008 [00:20<00:16, 80.43it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 3 Train: 55%|█████▌ | 1656/3008 [00:20<00:16, 80.32it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 3 Train: 55%|█████▌ | 1665/3008 [00:20<00:16, 79.20it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 524]) torch.Size([4, 524])
Epoch 3 Train: 56%|█████▌ | 1673/3008 [00:20<00:17, 77.31it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 3 Train: 56%|█████▌ | 1682/3008 [00:20<00:16, 78.29it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 3 Train: 56%|█████▌ | 1690/3008 [00:21<00:16, 77.77it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 337]) torch.Size([4, 337])
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 3 Train: 56%|█████▋ | 1699/3008 [00:21<00:16, 78.83it/s]
Epoch 3 Train: 57%|█████▋ | 1708/3008 [00:21<00:16, 79.99it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 249]) torch.Size([4, 249])
torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 3 Train: 57%|█████▋ | 1717/3008 [00:21<00:15, 81.19it/s]
torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 3 Train: 57%|█████▋ | 1726/3008 [00:21<00:15, 80.82it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 3 Train: 58%|█████▊ | 1735/3008 [00:21<00:15, 81.46it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 471]) torch.Size([4, 471])
Epoch 3 Train: 58%|█████▊ | 1744/3008 [00:21<00:15, 80.16it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 847]) torch.Size([4, 847]) torch.Size([4, 536]) torch.Size([4, 536])
Epoch 3 Train: 58%|█████▊ | 1753/3008 [00:21<00:15, 79.17it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 3 Train: 59%|█████▊ | 1762/3008 [00:21<00:15, 81.31it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 427]) torch.Size([4, 427])
Epoch 3 Train: 59%|█████▉ | 1771/3008 [00:22<00:15, 80.11it/s]
torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 3 Train: 59%|█████▉ | 1780/3008 [00:22<00:15, 81.38it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 59%|█████▉ | 1789/3008 [00:22<00:14, 81.69it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 3 Train: 60%|█████▉ | 1798/3008 [00:22<00:15, 79.80it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 3 Train: 60%|██████ | 1806/3008 [00:22<00:15, 78.95it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 3 Train: 60%|██████ | 1814/3008 [00:22<00:15, 76.95it/s]
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 61%|██████ | 1823/3008 [00:22<00:15, 78.74it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 337]) torch.Size([4, 337])
Epoch 3 Train: 61%|██████ | 1831/3008 [00:22<00:14, 78.94it/s]
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 219]) torch.Size([4, 219])
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 3 Train: 61%|██████ | 1840/3008 [00:22<00:14, 80.06it/s]
Epoch 3 Train: 61%|██████▏ | 1849/3008 [00:23<00:14, 80.74it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 393]) torch.Size([4, 393])
torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 3 Train: 62%|██████▏ | 1858/3008 [00:23<00:14, 81.54it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 306]) torch.Size([4, 306])
Epoch 3 Train: 62%|██████▏ | 1867/3008 [00:23<00:13, 83.56it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 3 Train: 62%|██████▏ | 1876/3008 [00:23<00:13, 82.71it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 3 Train: 63%|██████▎ | 1885/3008 [00:23<00:13, 81.65it/s]
torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 3 Train: 63%|██████▎ | 1894/3008 [00:23<00:13, 82.98it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 3 Train: 63%|██████▎ | 1903/3008 [00:23<00:13, 80.17it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 3 Train: 64%|██████▎ | 1912/3008 [00:23<00:13, 80.30it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 64%|██████▍ | 1921/3008 [00:23<00:13, 81.90it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 539]) torch.Size([4, 539])
Epoch 3 Train: 64%|██████▍ | 1930/3008 [00:24<00:13, 80.95it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 3 Train: 64%|██████▍ | 1939/3008 [00:24<00:12, 82.32it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 65%|██████▍ | 1948/3008 [00:24<00:12, 83.19it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 3 Train: 65%|██████▌ | 1957/3008 [00:24<00:12, 83.73it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 3 Train: 65%|██████▌ | 1966/3008 [00:24<00:12, 84.12it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 141]) torch.Size([4, 141])
Epoch 3 Train: 66%|██████▌ | 1975/3008 [00:24<00:12, 83.51it/s]
torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 3 Train: 66%|██████▌ | 1984/3008 [00:24<00:12, 82.75it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 3 Train: 66%|██████▋ | 1993/3008 [00:24<00:12, 81.51it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 3 Train: 67%|██████▋ | 2002/3008 [00:24<00:12, 82.10it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 433]) torch.Size([4, 433])
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 3 Train: 67%|██████▋ | 2011/3008 [00:24<00:12, 81.11it/s]
Epoch 3 Train: 67%|██████▋ | 2020/3008 [00:25<00:12, 81.01it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 362]) torch.Size([4, 362])
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 3 Train: 67%|██████▋ | 2029/3008 [00:25<00:12, 79.48it/s]
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 3 Train: 68%|██████▊ | 2038/3008 [00:25<00:11, 81.55it/s]
torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 3 Train: 68%|██████▊ | 2047/3008 [00:25<00:11, 81.28it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 3 Train: 68%|██████▊ | 2056/3008 [00:25<00:11, 81.80it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 3 Train: 69%|██████▊ | 2065/3008 [00:25<00:11, 80.46it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 3 Train: 69%|██████▉ | 2074/3008 [00:25<00:11, 80.96it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 3 Train: 69%|██████▉ | 2083/3008 [00:25<00:11, 80.85it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 3 Train: 70%|██████▉ | 2092/3008 [00:25<00:11, 80.93it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 430]) torch.Size([4, 430])
Epoch 3 Train: 70%|██████▉ | 2101/3008 [00:26<00:11, 81.16it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 3 Train: 70%|███████ | 2110/3008 [00:26<00:11, 80.88it/s]
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 70%|███████ | 2119/3008 [00:26<00:10, 80.91it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 370]) torch.Size([4, 370])
Epoch 3 Train: 71%|███████ | 2128/3008 [00:26<00:10, 81.01it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 3 Train: 71%|███████ | 2137/3008 [00:26<00:10, 79.75it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 3 Train: 71%|███████▏ | 2145/3008 [00:26<00:10, 79.54it/s]
torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 3 Train: 72%|███████▏ | 2153/3008 [00:26<00:11, 77.59it/s]
torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 317]) torch.Size([4, 317])
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 3 Train: 72%|███████▏ | 2161/3008 [00:26<00:11, 76.69it/s]
Epoch 3 Train: 72%|███████▏ | 2170/3008 [00:26<00:10, 79.24it/s]
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 346]) torch.Size([4, 346])
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 3 Train: 72%|███████▏ | 2179/3008 [00:27<00:10, 80.21it/s]
Epoch 3 Train: 73%|███████▎ | 2188/3008 [00:27<00:10, 80.51it/s]
torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 365]) torch.Size([4, 365])
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 3 Train: 73%|███████▎ | 2197/3008 [00:27<00:10, 78.85it/s]
Epoch 3 Train: 73%|███████▎ | 2206/3008 [00:27<00:09, 81.80it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 303]) torch.Size([4, 303])
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 474]) torch.Size([4, 474])
Epoch 3 Train: 74%|███████▎ | 2215/3008 [00:27<00:09, 81.49it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 3 Train: 74%|███████▍ | 2224/3008 [00:27<00:09, 81.76it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 3 Train: 74%|███████▍ | 2233/3008 [00:27<00:09, 80.21it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 3 Train: 75%|███████▍ | 2242/3008 [00:27<00:09, 81.72it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 3 Train: 75%|███████▍ | 2251/3008 [00:27<00:09, 80.95it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 3 Train: 75%|███████▌ | 2260/3008 [00:28<00:09, 81.46it/s]
torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 3 Train: 75%|███████▌ | 2269/3008 [00:28<00:08, 83.65it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 226]) torch.Size([4, 226])
Epoch 3 Train: 76%|███████▌ | 2278/3008 [00:28<00:08, 84.04it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 128]) torch.Size([4, 128])
Epoch 3 Train: 76%|███████▌ | 2287/3008 [00:28<00:08, 82.44it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 3 Train: 76%|███████▋ | 2296/3008 [00:28<00:08, 80.43it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 3 Train: 77%|███████▋ | 2305/3008 [00:28<00:08, 81.55it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 3 Train: 77%|███████▋ | 2314/3008 [00:28<00:08, 81.48it/s]
torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 3 Train: 77%|███████▋ | 2323/3008 [00:28<00:08, 82.89it/s]
torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 328]) torch.Size([4, 328])
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 3 Train: 78%|███████▊ | 2332/3008 [00:28<00:08, 80.70it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 3 Train: 78%|███████▊ | 2341/3008 [00:29<00:08, 79.70it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 3 Train: 78%|███████▊ | 2350/3008 [00:29<00:08, 79.61it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 3 Train: 78%|███████▊ | 2359/3008 [00:29<00:08, 80.44it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 3 Train: 79%|███████▊ | 2368/3008 [00:29<00:07, 80.08it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 3 Train: 79%|███████▉ | 2377/3008 [00:29<00:07, 79.86it/s]
torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 79%|███████▉ | 2386/3008 [00:29<00:07, 80.55it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 3 Train: 80%|███████▉ | 2395/3008 [00:29<00:07, 81.26it/s]
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 372]) torch.Size([4, 372])
Epoch 3 Train: 80%|███████▉ | 2404/3008 [00:29<00:07, 79.12it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 3 Train: 80%|████████ | 2413/3008 [00:29<00:07, 80.11it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 330]) torch.Size([4, 330])
Epoch 3 Train: 81%|████████ | 2422/3008 [00:30<00:07, 80.14it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 278]) torch.Size([4, 278])
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 81%|████████ | 2431/3008 [00:30<00:07, 80.50it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 3 Train: 81%|████████ | 2440/3008 [00:30<00:07, 80.58it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 3 Train: 81%|████████▏ | 2449/3008 [00:30<00:06, 81.06it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 565]) torch.Size([4, 565])
Epoch 3 Train: 82%|████████▏ | 2458/3008 [00:30<00:06, 79.45it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 82%|████████▏ | 2467/3008 [00:30<00:06, 81.02it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 3 Train: 82%|████████▏ | 2476/3008 [00:30<00:06, 83.08it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 3 Train: 83%|████████▎ | 2485/3008 [00:30<00:06, 80.72it/s]
torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 353]) torch.Size([4, 353])
Epoch 3 Train: 83%|████████▎ | 2494/3008 [00:30<00:06, 79.22it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 3 Train: 83%|████████▎ | 2503/3008 [00:31<00:06, 80.77it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 175]) torch.Size([4, 175])
Epoch 3 Train: 84%|████████▎ | 2512/3008 [00:31<00:06, 81.50it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 142]) torch.Size([4, 142])
Epoch 3 Train: 84%|████████▍ | 2521/3008 [00:31<00:06, 80.89it/s]
torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 84%|████████▍ | 2530/3008 [00:31<00:05, 83.17it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 3 Train: 84%|████████▍ | 2539/3008 [00:31<00:05, 82.51it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 3 Train: 85%|████████▍ | 2548/3008 [00:31<00:05, 82.68it/s]
torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 3 Train: 85%|████████▌ | 2557/3008 [00:31<00:05, 80.35it/s]
torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 278]) torch.Size([4, 278])
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 3 Train: 85%|████████▌ | 2566/3008 [00:31<00:05, 81.30it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 3 Train: 86%|████████▌ | 2575/3008 [00:31<00:05, 79.85it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 3 Train: 86%|████████▌ | 2584/3008 [00:32<00:05, 79.33it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 862]) torch.Size([4, 862]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 3 Train: 86%|████████▌ | 2592/3008 [00:32<00:05, 77.20it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 203]) torch.Size([4, 203])
Epoch 3 Train: 86%|████████▋ | 2601/3008 [00:32<00:05, 78.61it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 3 Train: 87%|████████▋ | 2609/3008 [00:32<00:05, 77.63it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 739]) torch.Size([4, 739])
Epoch 3 Train: 87%|████████▋ | 2617/3008 [00:32<00:05, 76.48it/s]
torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 369]) torch.Size([4, 369])
Epoch 3 Train: 87%|████████▋ | 2625/3008 [00:32<00:05, 70.17it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 500]) torch.Size([4, 500])
Epoch 3 Train: 88%|████████▊ | 2633/3008 [00:32<00:05, 71.64it/s]
torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 3 Train: 88%|████████▊ | 2641/3008 [00:32<00:05, 73.25it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 472]) torch.Size([4, 472])
Epoch 3 Train: 88%|████████▊ | 2650/3008 [00:32<00:04, 76.65it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 3 Train: 88%|████████▊ | 2658/3008 [00:33<00:04, 77.10it/s]
torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 89%|████████▊ | 2666/3008 [00:33<00:04, 75.68it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 3 Train: 89%|████████▉ | 2674/3008 [00:33<00:04, 76.46it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 528]) torch.Size([4, 528]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 300]) torch.Size([4, 300])
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 3 Train: 89%|████████▉ | 2683/3008 [00:33<00:04, 77.77it/s]
Epoch 3 Train: 89%|████████▉ | 2691/3008 [00:33<00:04, 77.44it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 202]) torch.Size([4, 202])
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 111]) torch.Size([4, 111])
Epoch 3 Train: 90%|████████▉ | 2700/3008 [00:33<00:03, 80.38it/s]
Epoch 3 Train: 90%|█████████ | 2709/3008 [00:33<00:03, 80.14it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 250]) torch.Size([4, 250])
torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 3 Train: 90%|█████████ | 2718/3008 [00:33<00:03, 80.47it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 91%|█████████ | 2727/3008 [00:33<00:03, 80.64it/s]
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 3 Train: 91%|█████████ | 2736/3008 [00:34<00:03, 79.10it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 154]) torch.Size([4, 154])
Epoch 3 Train: 91%|█████████▏| 2745/3008 [00:34<00:03, 81.11it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 447]) torch.Size([4, 447])
Epoch 3 Train: 92%|█████████▏| 2754/3008 [00:34<00:03, 81.01it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 3 Train: 92%|█████████▏| 2763/3008 [00:34<00:03, 79.45it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 3 Train: 92%|█████████▏| 2772/3008 [00:34<00:02, 81.10it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 92%|█████████▏| 2781/3008 [00:34<00:02, 80.86it/s]
torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 130]) torch.Size([4, 130])
Epoch 3 Train: 93%|█████████▎| 2790/3008 [00:34<00:02, 81.48it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 204]) torch.Size([4, 204])
Epoch 3 Train: 93%|█████████▎| 2799/3008 [00:34<00:02, 81.52it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 448]) torch.Size([4, 448])
Epoch 3 Train: 93%|█████████▎| 2808/3008 [00:34<00:02, 80.18it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 151]) torch.Size([4, 151])
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 597]) torch.Size([4, 597])
Epoch 3 Train: 94%|█████████▎| 2817/3008 [00:35<00:02, 78.17it/s]
Epoch 3 Train: 94%|█████████▍| 2826/3008 [00:35<00:02, 78.84it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 252]) torch.Size([4, 252])
torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 3 Train: 94%|█████████▍| 2834/3008 [00:35<00:02, 78.23it/s]
Epoch 3 Train: 94%|█████████▍| 2842/3008 [00:35<00:02, 77.51it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 416]) torch.Size([4, 416])
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 3 Train: 95%|█████████▍| 2851/3008 [00:35<00:01, 78.70it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 3 Train: 95%|█████████▌| 2859/3008 [00:35<00:01, 76.72it/s]
torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 3 Train: 95%|█████████▌| 2867/3008 [00:35<00:01, 76.79it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 96%|█████████▌| 2875/3008 [00:35<00:01, 76.49it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 421]) torch.Size([4, 421])
Epoch 3 Train: 96%|█████████▌| 2883/3008 [00:35<00:01, 77.23it/s]
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 495]) torch.Size([4, 495])
Epoch 3 Train: 96%|█████████▌| 2892/3008 [00:36<00:01, 78.88it/s]
torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 3 Train: 96%|█████████▋| 2901/3008 [00:36<00:01, 80.03it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 195]) torch.Size([4, 195])
Epoch 3 Train: 97%|█████████▋| 2910/3008 [00:36<00:01, 80.69it/s]
torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 3 Train: 97%|█████████▋| 2919/3008 [00:36<00:01, 78.85it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 204]) torch.Size([4, 204])
Epoch 3 Train: 97%|█████████▋| 2927/3008 [00:36<00:01, 78.31it/s]
torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 3 Train: 98%|█████████▊| 2936/3008 [00:36<00:00, 78.54it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 3 Train: 98%|█████████▊| 2945/3008 [00:36<00:00, 80.30it/s]
torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 3 Train: 98%|█████████▊| 2954/3008 [00:36<00:00, 78.30it/s]
torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 3 Train: 98%|█████████▊| 2962/3008 [00:36<00:00, 78.12it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 98]) torch.Size([4, 98])
Epoch 3 Train: 99%|█████████▉| 2971/3008 [00:37<00:00, 79.20it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 233]) torch.Size([4, 233])
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 3 Train: 99%|█████████▉| 2979/3008 [00:37<00:00, 73.84it/s]
Epoch 3 Train: 99%|█████████▉| 2988/3008 [00:37<00:00, 76.30it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 116]) torch.Size([4, 116]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 374]) torch.Size([4, 374])
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 100%|█████████▉| 2996/3008 [00:37<00:00, 75.47it/s]
Epoch 3 Train: 100%|█████████▉| 3004/3008 [00:37<00:00, 76.14it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 178]) torch.Size([4, 178])
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([3, 294]) torch.Size([3, 294])
Validating Fold 0: 0%| | 0/817 [00:00<?, ?it/s]
Validating Fold 0: 0%| | 1/817 [00:00<09:51, 1.38it/s]
Validating Fold 0: 0%| | 3/817 [00:00<03:08, 4.31it/s]
Validating Fold 0: 1%| | 5/817 [00:00<01:53, 7.16it/s]
Validating Fold 0: 1%| | 7/817 [00:01<01:28, 9.10it/s]
Validating Fold 0: 1%| | 10/817 [00:01<01:08, 11.75it/s]
Validating Fold 0: 1%|▏ | 12/817 [00:01<01:11, 11.24it/s]
Validating Fold 0: 2%|▏ | 14/817 [00:01<01:11, 11.30it/s]
Validating Fold 0: 2%|▏ | 16/817 [00:01<01:09, 11.55it/s]
Validating Fold 0: 2%|▏ | 18/817 [00:01<01:03, 12.67it/s]
Validating Fold 0: 2%|▏ | 20/817 [00:02<00:59, 13.33it/s]
Validating Fold 0: 3%|▎ | 22/817 [00:02<01:03, 12.54it/s]
Validating Fold 0: 3%|▎ | 24/817 [00:02<01:00, 13.01it/s]
Validating Fold 0: 3%|▎ | 26/817 [00:02<00:58, 13.43it/s]
Validating Fold 0: 3%|▎ | 28/817 [00:02<00:57, 13.61it/s]
Validating Fold 0: 4%|▎ | 30/817 [00:02<00:59, 13.13it/s]
Validating Fold 0: 4%|▍ | 32/817 [00:02<00:56, 14.01it/s]
Validating Fold 0: 4%|▍ | 34/817 [00:03<00:56, 13.82it/s]
Validating Fold 0: 4%|▍ | 36/817 [00:03<01:01, 12.78it/s]
Validating Fold 0: 5%|▍ | 38/817 [00:03<01:04, 12.00it/s]
Validating Fold 0: 5%|▍ | 40/817 [00:03<01:09, 11.24it/s]
Validating Fold 0: 5%|▌ | 42/817 [00:03<01:00, 12.77it/s]
Validating Fold 0: 5%|▌ | 44/817 [00:03<01:04, 12.03it/s]
Validating Fold 0: 6%|▌ | 46/817 [00:04<01:01, 12.62it/s]
Validating Fold 0: 6%|▌ | 48/817 [00:04<01:00, 12.66it/s]
Validating Fold 0: 6%|▌ | 50/817 [00:04<01:01, 12.44it/s]
Validating Fold 0: 6%|▋ | 52/817 [00:04<01:13, 10.47it/s]
Validating Fold 0: 7%|▋ | 54/817 [00:04<01:25, 8.92it/s]
Validating Fold 0: 7%|▋ | 55/817 [00:05<01:28, 8.61it/s]
Validating Fold 0: 7%|▋ | 56/817 [00:05<01:34, 8.02it/s]
Validating Fold 0: 7%|▋ | 57/817 [00:05<01:33, 8.13it/s]
Validating Fold 0: 7%|▋ | 58/817 [00:05<01:31, 8.33it/s]
Validating Fold 0: 7%|▋ | 59/817 [00:05<01:27, 8.62it/s]
Validating Fold 0: 7%|▋ | 60/817 [00:05<01:27, 8.65it/s]
Validating Fold 0: 7%|▋ | 61/817 [00:05<01:24, 8.94it/s]
Validating Fold 0: 8%|▊ | 62/817 [00:05<01:29, 8.45it/s]
Validating Fold 0: 8%|▊ | 64/817 [00:06<01:20, 9.35it/s]
Validating Fold 0: 8%|▊ | 66/817 [00:06<01:17, 9.70it/s]
Validating Fold 0: 8%|▊ | 68/817 [00:06<01:10, 10.55it/s]
Validating Fold 0: 9%|▊ | 70/817 [00:06<01:10, 10.58it/s]
Validating Fold 0: 9%|▉ | 72/817 [00:06<01:16, 9.75it/s]
Validating Fold 0: 9%|▉ | 73/817 [00:07<01:19, 9.35it/s]
Validating Fold 0: 9%|▉ | 75/817 [00:07<01:17, 9.54it/s]
Validating Fold 0: 9%|▉ | 77/817 [00:07<01:11, 10.30it/s]
Validating Fold 0: 10%|▉ | 79/817 [00:07<01:07, 10.90it/s]
Validating Fold 0: 10%|▉ | 81/817 [00:07<01:05, 11.23it/s]
Validating Fold 0: 10%|█ | 83/817 [00:07<01:02, 11.76it/s]
Validating Fold 0: 10%|█ | 85/817 [00:08<01:01, 11.97it/s]
Validating Fold 0: 11%|█ | 87/817 [00:08<00:58, 12.49it/s]
Validating Fold 0: 11%|█ | 89/817 [00:08<00:59, 12.16it/s]
Validating Fold 0: 11%|█ | 91/817 [00:08<00:58, 12.34it/s]
Validating Fold 0: 11%|█▏ | 93/817 [00:08<00:59, 12.22it/s]
Validating Fold 0: 12%|█▏ | 95/817 [00:08<01:00, 11.97it/s]
Validating Fold 0: 12%|█▏ | 97/817 [00:09<00:58, 12.27it/s]
Validating Fold 0: 12%|█▏ | 99/817 [00:09<00:56, 12.69it/s]
Validating Fold 0: 12%|█▏ | 101/817 [00:09<01:00, 11.83it/s]
Validating Fold 0: 13%|█▎ | 103/817 [00:09<01:00, 11.78it/s]
Validating Fold 0: 13%|█▎ | 105/817 [00:09<00:56, 12.50it/s]
Validating Fold 0: 13%|█▎ | 107/817 [00:09<00:57, 12.41it/s]
Validating Fold 0: 13%|█▎ | 109/817 [00:09<00:54, 13.11it/s]
Validating Fold 0: 14%|█▎ | 111/817 [00:10<00:56, 12.50it/s]
Validating Fold 0: 14%|█▍ | 113/817 [00:10<01:01, 11.43it/s]
Validating Fold 0: 14%|█▍ | 115/817 [00:10<00:57, 12.18it/s]
Validating Fold 0: 14%|█▍ | 117/817 [00:10<00:54, 12.76it/s]
Validating Fold 0: 15%|█▍ | 119/817 [00:10<00:52, 13.30it/s]
Validating Fold 0: 15%|█▍ | 121/817 [00:10<00:51, 13.52it/s]
Validating Fold 0: 15%|█▌ | 123/817 [00:11<00:53, 12.89it/s]
Validating Fold 0: 15%|█▌ | 125/817 [00:11<00:56, 12.21it/s]
Validating Fold 0: 16%|█▌ | 127/817 [00:11<00:55, 12.36it/s]
Validating Fold 0: 16%|█▌ | 129/817 [00:11<01:07, 10.22it/s]
Validating Fold 0: 16%|█▌ | 131/817 [00:11<01:06, 10.39it/s]
Validating Fold 0: 16%|█▋ | 133/817 [00:12<01:02, 10.91it/s]
Validating Fold 0: 17%|█▋ | 135/817 [00:12<01:06, 10.21it/s]
Validating Fold 0: 17%|█▋ | 137/817 [00:12<01:07, 10.03it/s]
Validating Fold 0: 17%|█▋ | 139/817 [00:12<01:05, 10.40it/s]
Validating Fold 0: 17%|█▋ | 141/817 [00:12<01:10, 9.65it/s]
Validating Fold 0: 17%|█▋ | 142/817 [00:13<01:14, 9.12it/s]
Validating Fold 0: 18%|█▊ | 143/817 [00:13<01:15, 8.90it/s]
Validating Fold 0: 18%|█▊ | 144/817 [00:13<01:14, 9.07it/s]
Validating Fold 0: 18%|█▊ | 145/817 [00:13<01:17, 8.66it/s]
Validating Fold 0: 18%|█▊ | 146/817 [00:13<01:35, 7.02it/s]
Validating Fold 0: 18%|█▊ | 147/817 [00:13<01:30, 7.39it/s]
Validating Fold 0: 18%|█▊ | 149/817 [00:13<01:17, 8.64it/s]
Validating Fold 0: 18%|█▊ | 150/817 [00:14<01:16, 8.68it/s]
Validating Fold 0: 18%|█▊ | 151/817 [00:14<01:14, 8.92it/s]
Validating Fold 0: 19%|█▊ | 152/817 [00:14<01:14, 8.92it/s]
Validating Fold 0: 19%|█▊ | 153/817 [00:14<01:14, 8.88it/s]
Validating Fold 0: 19%|█▉ | 154/817 [00:14<01:14, 8.95it/s]
Validating Fold 0: 19%|█▉ | 156/817 [00:14<01:10, 9.41it/s]
Validating Fold 0: 19%|█▉ | 157/817 [00:14<01:09, 9.48it/s]
Validating Fold 0: 19%|█▉ | 158/817 [00:14<01:22, 7.95it/s]
Validating Fold 0: 19%|█▉ | 159/817 [00:15<01:23, 7.91it/s]
Validating Fold 0: 20%|█▉ | 160/817 [00:15<01:20, 8.17it/s]
Validating Fold 0: 20%|█▉ | 161/817 [00:15<01:31, 7.16it/s]
Validating Fold 0: 20%|█▉ | 162/817 [00:15<01:24, 7.76it/s]
Validating Fold 0: 20%|█▉ | 163/817 [00:15<01:21, 8.03it/s]
Validating Fold 0: 20%|██ | 164/817 [00:15<01:17, 8.39it/s]
Validating Fold 0: 20%|██ | 165/817 [00:15<01:15, 8.59it/s]
Validating Fold 0: 20%|██ | 166/817 [00:15<01:16, 8.55it/s]
Validating Fold 0: 20%|██ | 167/817 [00:16<01:14, 8.67it/s]
Validating Fold 0: 21%|██ | 168/817 [00:16<01:20, 8.11it/s]
Validating Fold 0: 21%|██ | 169/817 [00:16<01:19, 8.19it/s]
Validating Fold 0: 21%|██ | 170/817 [00:16<01:19, 8.14it/s]
Validating Fold 0: 21%|██ | 171/817 [00:16<01:15, 8.56it/s]
Validating Fold 0: 21%|██ | 172/817 [00:16<01:13, 8.82it/s]
Validating Fold 0: 21%|██ | 173/817 [00:16<01:11, 8.98it/s]
Validating Fold 0: 21%|██▏ | 174/817 [00:16<01:12, 8.88it/s]
Validating Fold 0: 21%|██▏ | 175/817 [00:16<01:13, 8.69it/s]
Validating Fold 0: 22%|██▏ | 176/817 [00:17<01:13, 8.68it/s]
Validating Fold 0: 22%|██▏ | 177/817 [00:17<01:15, 8.50it/s]
Validating Fold 0: 22%|██▏ | 178/817 [00:17<01:16, 8.37it/s]
Validating Fold 0: 22%|██▏ | 179/817 [00:17<01:13, 8.72it/s]
Validating Fold 0: 22%|██▏ | 180/817 [00:17<01:15, 8.41it/s]
Validating Fold 0: 22%|██▏ | 181/817 [00:17<01:17, 8.20it/s]
Validating Fold 0: 22%|██▏ | 182/817 [00:17<01:20, 7.92it/s]
Validating Fold 0: 22%|██▏ | 183/817 [00:17<01:21, 7.79it/s]
Validating Fold 0: 23%|██▎ | 184/817 [00:18<01:18, 8.09it/s]
Validating Fold 0: 23%|██▎ | 185/817 [00:18<01:14, 8.45it/s]
Validating Fold 0: 23%|██▎ | 186/817 [00:18<01:14, 8.44it/s]
Validating Fold 0: 23%|██▎ | 187/817 [00:18<01:17, 8.14it/s]
Validating Fold 0: 23%|██▎ | 188/817 [00:18<01:14, 8.42it/s]
Validating Fold 0: 23%|██▎ | 189/817 [00:18<01:12, 8.68it/s]
Validating Fold 0: 23%|██▎ | 191/817 [00:18<01:08, 9.12it/s]
Validating Fold 0: 24%|██▎ | 192/817 [00:18<01:09, 9.02it/s]
Validating Fold 0: 24%|██▎ | 193/817 [00:19<01:08, 9.17it/s]
Validating Fold 0: 24%|██▎ | 194/817 [00:19<01:09, 8.92it/s]
Validating Fold 0: 24%|██▍ | 195/817 [00:19<01:13, 8.43it/s]
Validating Fold 0: 24%|██▍ | 196/817 [00:19<01:14, 8.32it/s]
Validating Fold 0: 24%|██▍ | 197/817 [00:19<01:16, 8.13it/s]
Validating Fold 0: 24%|██▍ | 198/817 [00:19<01:12, 8.50it/s]
Validating Fold 0: 24%|██▍ | 199/817 [00:19<01:12, 8.57it/s]
Validating Fold 0: 24%|██▍ | 200/817 [00:19<01:10, 8.71it/s]
Validating Fold 0: 25%|██▍ | 201/817 [00:20<01:10, 8.76it/s]
Validating Fold 0: 25%|██▍ | 202/817 [00:20<01:08, 8.96it/s]
Validating Fold 0: 25%|██▍ | 203/817 [00:20<01:06, 9.17it/s]
Validating Fold 0: 25%|██▍ | 204/817 [00:20<01:06, 9.16it/s]
Validating Fold 0: 25%|██▌ | 205/817 [00:20<01:05, 9.36it/s]
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Validating Fold 0: 25%|██▌ | 207/817 [00:20<01:12, 8.41it/s]
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Validating Fold 0: 77%|███████▋ | 633/817 [00:57<00:18, 10.06it/s]
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Validating Fold 0: 82%|████████▏ | 674/817 [01:01<00:13, 10.26it/s]
Validating Fold 0: 83%|████████▎ | 676/817 [01:01<00:13, 10.12it/s]
Validating Fold 0: 83%|████████▎ | 678/817 [01:01<00:13, 10.34it/s]
Validating Fold 0: 83%|████████▎ | 680/817 [01:02<00:12, 10.71it/s]
Validating Fold 0: 83%|████████▎ | 682/817 [01:02<00:10, 12.30it/s]
Validating Fold 0: 84%|████████▎ | 684/817 [01:02<00:13, 10.12it/s]
Validating Fold 0: 84%|████████▍ | 686/817 [01:02<00:13, 9.59it/s]
Validating Fold 0: 84%|████████▍ | 688/817 [01:02<00:14, 8.82it/s]
Validating Fold 0: 84%|████████▍ | 689/817 [01:03<00:15, 8.37it/s]
Validating Fold 0: 84%|████████▍ | 690/817 [01:03<00:15, 8.46it/s]
Validating Fold 0: 85%|████████▍ | 691/817 [01:03<00:14, 8.45it/s]
Validating Fold 0: 85%|████████▍ | 692/817 [01:03<00:15, 8.18it/s]
Validating Fold 0: 85%|████████▍ | 693/817 [01:03<00:14, 8.27it/s]
Validating Fold 0: 85%|████████▍ | 694/817 [01:03<00:14, 8.30it/s]
Validating Fold 0: 85%|████████▌ | 695/817 [01:03<00:15, 7.85it/s]
Validating Fold 0: 85%|████████▌ | 696/817 [01:03<00:15, 7.57it/s]
Validating Fold 0: 85%|████████▌ | 697/817 [01:04<00:15, 7.99it/s]
Validating Fold 0: 85%|████████▌ | 698/817 [01:04<00:14, 8.38it/s]
Validating Fold 0: 86%|████████▌ | 699/817 [01:04<00:13, 8.70it/s]
Validating Fold 0: 86%|████████▌ | 700/817 [01:04<00:13, 8.89it/s]
Validating Fold 0: 86%|████████▌ | 701/817 [01:04<00:12, 9.05it/s]
Validating Fold 0: 86%|████████▌ | 702/817 [01:04<00:12, 9.30it/s]
Validating Fold 0: 86%|████████▌ | 703/817 [01:04<00:12, 9.08it/s]
Validating Fold 0: 86%|████████▋ | 705/817 [01:04<00:11, 9.77it/s]
Validating Fold 0: 86%|████████▋ | 706/817 [01:05<00:13, 8.32it/s]
Validating Fold 0: 87%|████████▋ | 707/817 [01:05<00:13, 8.08it/s]
Validating Fold 0: 87%|████████▋ | 708/817 [01:05<00:13, 8.37it/s]
Validating Fold 0: 87%|████████▋ | 709/817 [01:05<00:13, 7.86it/s]
Validating Fold 0: 87%|████████▋ | 710/817 [01:05<00:13, 8.10it/s]
Validating Fold 0: 87%|████████▋ | 711/817 [01:05<00:13, 8.00it/s]
Validating Fold 0: 87%|████████▋ | 712/817 [01:05<00:12, 8.12it/s]
Validating Fold 0: 87%|████████▋ | 713/817 [01:05<00:12, 8.18it/s]
Validating Fold 0: 88%|████████▊ | 715/817 [01:06<00:11, 8.81it/s]
Validating Fold 0: 88%|████████▊ | 716/817 [01:06<00:11, 8.70it/s]
Validating Fold 0: 88%|████████▊ | 717/817 [01:06<00:11, 8.92it/s]
Validating Fold 0: 88%|████████▊ | 718/817 [01:06<00:10, 9.08it/s]
Validating Fold 0: 88%|████████▊ | 719/817 [01:06<00:11, 8.44it/s]
Validating Fold 0: 88%|████████▊ | 720/817 [01:06<00:11, 8.65it/s]
Validating Fold 0: 88%|████████▊ | 721/817 [01:06<00:10, 8.98it/s]
Validating Fold 0: 88%|████████▊ | 722/817 [01:06<00:10, 8.90it/s]
Validating Fold 0: 88%|████████▊ | 723/817 [01:07<00:10, 8.67it/s]
Validating Fold 0: 89%|████████▊ | 724/817 [01:07<00:11, 8.38it/s]
Validating Fold 0: 89%|████████▊ | 725/817 [01:07<00:11, 8.07it/s]
Validating Fold 0: 89%|████████▉ | 726/817 [01:07<00:11, 7.88it/s]
Validating Fold 0: 89%|████████▉ | 727/817 [01:07<00:11, 8.16it/s]
Validating Fold 0: 89%|████████▉ | 728/817 [01:07<00:10, 8.37it/s]
Validating Fold 0: 89%|████████▉ | 729/817 [01:07<00:10, 8.14it/s]
Validating Fold 0: 89%|████████▉ | 730/817 [01:07<00:10, 8.10it/s]
Validating Fold 0: 89%|████████▉ | 731/817 [01:08<00:10, 7.91it/s]
Validating Fold 0: 90%|████████▉ | 732/817 [01:08<00:10, 7.97it/s]
Validating Fold 0: 90%|████████▉ | 734/817 [01:08<00:09, 8.79it/s]
Validating Fold 0: 90%|████████▉ | 735/817 [01:08<00:09, 8.43it/s]
Validating Fold 0: 90%|█████████ | 736/817 [01:08<00:09, 8.49it/s]
Validating Fold 0: 90%|█████████ | 737/817 [01:08<00:09, 8.76it/s]
Validating Fold 0: 90%|█████████ | 738/817 [01:08<00:08, 9.00it/s]
Validating Fold 0: 91%|█████████ | 740/817 [01:09<00:07, 9.67it/s]
Validating Fold 0: 91%|█████████ | 741/817 [01:09<00:07, 9.62it/s]
Validating Fold 0: 91%|█████████ | 743/817 [01:09<00:06, 10.61it/s]
Validating Fold 0: 91%|█████████ | 745/817 [01:09<00:06, 11.07it/s]
Validating Fold 0: 91%|█████████▏| 747/817 [01:09<00:06, 10.67it/s]
Validating Fold 0: 92%|█████████▏| 749/817 [01:09<00:05, 11.50it/s]
Validating Fold 0: 92%|█████████▏| 751/817 [01:10<00:05, 11.22it/s]
Validating Fold 0: 92%|█████████▏| 753/817 [01:10<00:05, 11.43it/s]
Validating Fold 0: 92%|█████████▏| 755/817 [01:10<00:05, 11.47it/s]
Validating Fold 0: 93%|█████████▎| 757/817 [01:10<00:05, 11.18it/s]
Validating Fold 0: 93%|█████████▎| 759/817 [01:10<00:05, 10.84it/s]
Validating Fold 0: 93%|█████████▎| 761/817 [01:10<00:05, 10.87it/s]
Validating Fold 0: 93%|█████████▎| 763/817 [01:11<00:05, 10.53it/s]
Validating Fold 0: 94%|█████████▎| 765/817 [01:11<00:04, 10.57it/s]
Validating Fold 0: 94%|█████████▍| 767/817 [01:11<00:04, 10.56it/s]
Validating Fold 0: 94%|█████████▍| 769/817 [01:11<00:04, 9.70it/s]
Validating Fold 0: 94%|█████████▍| 770/817 [01:11<00:04, 9.40it/s]
Validating Fold 0: 94%|█████████▍| 772/817 [01:12<00:04, 9.77it/s]
Validating Fold 0: 95%|█████████▍| 774/817 [01:12<00:04, 10.06it/s]
Validating Fold 0: 95%|█████████▍| 776/817 [01:12<00:03, 10.41it/s]
Validating Fold 0: 95%|█████████▌| 778/817 [01:12<00:03, 10.88it/s]
Validating Fold 0: 95%|█████████▌| 780/817 [01:12<00:03, 10.69it/s]
Validating Fold 0: 96%|█████████▌| 782/817 [01:12<00:03, 10.78it/s]
Validating Fold 0: 96%|█████████▌| 784/817 [01:13<00:02, 11.36it/s]
Validating Fold 0: 96%|█████████▌| 786/817 [01:13<00:02, 11.68it/s]
Validating Fold 0: 96%|█████████▋| 788/817 [01:13<00:02, 10.69it/s]
Validating Fold 0: 97%|█████████▋| 790/817 [01:13<00:02, 9.19it/s]
Validating Fold 0: 97%|█████████▋| 791/817 [01:13<00:02, 9.12it/s]
Validating Fold 0: 97%|█████████▋| 792/817 [01:14<00:02, 8.48it/s]
Validating Fold 0: 97%|█████████▋| 793/817 [01:14<00:02, 8.33it/s]
Validating Fold 0: 97%|█████████▋| 794/817 [01:14<00:02, 8.35it/s]
Validating Fold 0: 97%|█████████▋| 795/817 [01:14<00:02, 8.31it/s]
Validating Fold 0: 97%|█████████▋| 796/817 [01:14<00:02, 8.42it/s]
Validating Fold 0: 98%|█████████▊| 797/817 [01:14<00:02, 8.08it/s]
Validating Fold 0: 98%|█████████▊| 798/817 [01:14<00:02, 7.85it/s]
Validating Fold 0: 98%|█████████▊| 799/817 [01:14<00:02, 7.97it/s]
Validating Fold 0: 98%|█████████▊| 800/817 [01:15<00:02, 8.03it/s]
Validating Fold 0: 98%|█████████▊| 801/817 [01:15<00:02, 7.24it/s]
Validating Fold 0: 98%|█████████▊| 802/817 [01:15<00:01, 7.62it/s]
Validating Fold 0: 98%|█████████▊| 803/817 [01:15<00:01, 7.64it/s]
Validating Fold 0: 98%|█████████▊| 804/817 [01:15<00:01, 7.32it/s]
Validating Fold 0: 99%|█████████▊| 805/817 [01:15<00:01, 7.88it/s]
Validating Fold 0: 99%|█████████▊| 806/817 [01:15<00:01, 7.43it/s]
Validating Fold 0: 99%|█████████▉| 807/817 [01:16<00:01, 7.53it/s]
Validating Fold 0: 99%|█████████▉| 809/817 [01:16<00:01, 7.92it/s]
Validating Fold 0: 99%|█████████▉| 810/817 [01:16<00:00, 7.75it/s]
Validating Fold 0: 99%|█████████▉| 811/817 [01:16<00:00, 7.71it/s]
Validating Fold 0: 100%|█████████▉| 813/817 [01:16<00:00, 8.39it/s]
Validating Fold 0: 100%|█████████▉| 815/817 [01:16<00:00, 8.83it/s]
Validating Fold 0: 100%|█████████▉| 816/817 [01:17<00:00, 8.81it/s]
Fold 0 Accuracy: 0.6099 ==================== Starting Split Level: family ==================== > Fold 0... Files already downloaded and verified Files already downloaded and verified
Epoch 1 Train: 0%| | 0/3007 [00:00<?, ?it/s]
Epoch 1 Train: 0%| | 7/3007 [00:00<00:46, 64.07it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 232]) torch.Size([4, 232])
torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 0%| | 14/3007 [00:00<00:49, 60.68it/s]
Epoch 1 Train: 1%| | 23/3007 [00:00<00:42, 69.83it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 339]) torch.Size([4, 339])
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 1%| | 31/3007 [00:00<00:41, 71.92it/s]
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 330]) torch.Size([4, 330])
Epoch 1 Train: 1%|▏ | 40/3007 [00:00<00:41, 71.74it/s]
torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 1 Train: 2%|▏ | 48/3007 [00:00<00:40, 73.29it/s]
torch.Size([4, 796]) torch.Size([4, 796]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 546]) torch.Size([4, 546])
Epoch 1 Train: 2%|▏ | 56/3007 [00:00<00:40, 73.70it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 2%|▏ | 64/3007 [00:00<00:39, 74.25it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 1 Train: 2%|▏ | 72/3007 [00:00<00:39, 74.12it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 1 Train: 3%|▎ | 80/3007 [00:01<00:38, 75.12it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 140]) torch.Size([4, 140])
Epoch 1 Train: 3%|▎ | 89/3007 [00:01<00:37, 77.72it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 3%|▎ | 97/3007 [00:01<00:37, 77.62it/s]
torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 1 Train: 4%|▎ | 106/3007 [00:01<00:36, 79.66it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 598]) torch.Size([4, 598])
Epoch 1 Train: 4%|▍ | 114/3007 [00:01<00:37, 78.11it/s]
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 4%|▍ | 123/3007 [00:01<00:36, 79.26it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 508]) torch.Size([4, 508])
Epoch 1 Train: 4%|▍ | 131/3007 [00:01<00:36, 78.38it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 1 Train: 5%|▍ | 139/3007 [00:01<00:37, 75.69it/s]
torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 1 Train: 5%|▍ | 147/3007 [00:01<00:37, 76.43it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 5%|▌ | 155/3007 [00:02<00:38, 74.67it/s]
torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 528]) torch.Size([4, 528]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 201]) torch.Size([4, 201])
Epoch 1 Train: 5%|▌ | 163/3007 [00:02<00:37, 75.94it/s]
torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 1 Train: 6%|▌ | 171/3007 [00:02<00:36, 77.01it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 6%|▌ | 179/3007 [00:02<00:36, 77.14it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 538]) torch.Size([4, 538])
Epoch 1 Train: 6%|▌ | 187/3007 [00:02<00:36, 76.85it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 6%|▋ | 195/3007 [00:02<00:36, 77.50it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 516]) torch.Size([4, 516])
Epoch 1 Train: 7%|▋ | 203/3007 [00:02<00:37, 75.23it/s]
torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 1 Train: 7%|▋ | 211/3007 [00:02<00:37, 74.53it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 7%|▋ | 219/3007 [00:02<00:37, 74.80it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 179]) torch.Size([4, 179])
Epoch 1 Train: 8%|▊ | 227/3007 [00:03<00:37, 74.48it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 308]) torch.Size([4, 308])
Epoch 1 Train: 8%|▊ | 235/3007 [00:03<00:36, 75.08it/s]
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 797]) torch.Size([4, 797])
Epoch 1 Train: 8%|▊ | 243/3007 [00:03<00:37, 73.79it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 8%|▊ | 251/3007 [00:03<00:37, 73.76it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 1 Train: 9%|▊ | 260/3007 [00:03<00:35, 76.93it/s]
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 553]) torch.Size([4, 553]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 9%|▉ | 268/3007 [00:03<00:35, 76.69it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 9%|▉ | 276/3007 [00:03<00:38, 70.64it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 209]) torch.Size([4, 209])
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 9%|▉ | 284/3007 [00:03<00:37, 72.05it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 150]) torch.Size([4, 150])
Epoch 1 Train: 10%|▉ | 293/3007 [00:03<00:36, 74.90it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 1 Train: 10%|█ | 301/3007 [00:04<00:36, 74.19it/s]
torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 10%|█ | 310/3007 [00:04<00:35, 76.21it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 1 Train: 11%|█ | 318/3007 [00:04<00:35, 76.00it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 825]) torch.Size([4, 825]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 11%|█ | 326/3007 [00:04<00:36, 73.72it/s]
torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 203]) torch.Size([4, 203])
Epoch 1 Train: 11%|█ | 335/3007 [00:04<00:34, 76.91it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 1 Train: 11%|█▏ | 344/3007 [00:04<00:33, 78.51it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 1 Train: 12%|█▏ | 352/3007 [00:04<00:33, 78.63it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 624]) torch.Size([4, 624]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 12%|█▏ | 360/3007 [00:04<00:33, 78.37it/s]
torch.Size([4, 733]) torch.Size([4, 733]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 458]) torch.Size([4, 458])
Epoch 1 Train: 12%|█▏ | 369/3007 [00:04<00:32, 80.33it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 13%|█▎ | 378/3007 [00:04<00:33, 79.26it/s]
torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 13%|█▎ | 386/3007 [00:05<00:33, 79.02it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 1 Train: 13%|█▎ | 394/3007 [00:05<00:33, 79.10it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 13%|█▎ | 402/3007 [00:05<00:33, 78.11it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 14%|█▎ | 410/3007 [00:05<00:33, 77.47it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 1 Train: 14%|█▍ | 419/3007 [00:05<00:32, 78.57it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 474]) torch.Size([4, 474])
Epoch 1 Train: 14%|█▍ | 427/3007 [00:05<00:32, 78.97it/s]
torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 1 Train: 14%|█▍ | 436/3007 [00:05<00:31, 80.87it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 1 Train: 15%|█▍ | 445/3007 [00:05<00:32, 79.73it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 15%|█▌ | 454/3007 [00:05<00:31, 81.39it/s]
torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 304]) torch.Size([4, 304])
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 436]) torch.Size([4, 436])
Epoch 1 Train: 15%|█▌ | 463/3007 [00:06<00:32, 77.98it/s]
Epoch 1 Train: 16%|█▌ | 472/3007 [00:06<00:32, 78.93it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 310]) torch.Size([4, 310])
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 1 Train: 16%|█▌ | 480/3007 [00:06<00:37, 66.87it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 1 Train: 16%|█▋ | 489/3007 [00:06<00:35, 70.51it/s]
torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 292]) torch.Size([4, 292])
Epoch 1 Train: 17%|█▋ | 497/3007 [00:06<00:34, 72.83it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 137]) torch.Size([4, 137])
Epoch 1 Train: 17%|█▋ | 505/3007 [00:06<00:33, 74.33it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 1 Train: 17%|█▋ | 513/3007 [00:06<00:33, 74.83it/s]
torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 1 Train: 17%|█▋ | 521/3007 [00:06<00:32, 75.68it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 1 Train: 18%|█▊ | 529/3007 [00:06<00:32, 75.96it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 336]) torch.Size([4, 336])
Epoch 1 Train: 18%|█▊ | 538/3007 [00:07<00:31, 78.38it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 1 Train: 18%|█▊ | 546/3007 [00:07<00:31, 77.97it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 18%|█▊ | 554/3007 [00:07<00:31, 77.67it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 380]) torch.Size([4, 380])
Epoch 1 Train: 19%|█▊ | 563/3007 [00:07<00:30, 79.76it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 19%|█▉ | 571/3007 [00:07<00:31, 76.90it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 1 Train: 19%|█▉ | 580/3007 [00:07<00:30, 78.86it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 1 Train: 20%|█▉ | 589/3007 [00:07<00:30, 79.95it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 102]) torch.Size([4, 102]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 20%|█▉ | 598/3007 [00:07<00:30, 80.10it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 386]) torch.Size([4, 386])
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 495]) torch.Size([4, 495])
Epoch 1 Train: 20%|██ | 607/3007 [00:07<00:30, 77.83it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 1 Train: 20%|██ | 616/3007 [00:08<00:31, 75.47it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 21%|██ | 624/3007 [00:08<00:31, 75.62it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 1 Train: 21%|██ | 632/3007 [00:08<00:31, 75.42it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 21%|██▏ | 640/3007 [00:08<00:31, 75.49it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 1 Train: 22%|██▏ | 649/3007 [00:08<00:30, 77.67it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 22%|██▏ | 657/3007 [00:08<00:30, 77.81it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 22%|██▏ | 665/3007 [00:08<00:30, 76.19it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 1 Train: 22%|██▏ | 674/3007 [00:08<00:30, 77.02it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 475]) torch.Size([4, 475])
Epoch 1 Train: 23%|██▎ | 682/3007 [00:08<00:30, 77.23it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 23%|██▎ | 690/3007 [00:09<00:30, 77.01it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 1 Train: 23%|██▎ | 698/3007 [00:09<00:30, 75.43it/s]
torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 1 Train: 23%|██▎ | 706/3007 [00:09<00:30, 76.12it/s]
torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 1 Train: 24%|██▍ | 715/3007 [00:09<00:29, 78.46it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 24%|██▍ | 723/3007 [00:09<00:29, 76.76it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 1 Train: 24%|██▍ | 731/3007 [00:09<00:30, 75.48it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 25%|██▍ | 739/3007 [00:09<00:31, 71.23it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 492]) torch.Size([4, 492])
Epoch 1 Train: 25%|██▍ | 747/3007 [00:09<00:31, 72.39it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 1 Train: 25%|██▌ | 755/3007 [00:09<00:30, 73.32it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 1 Train: 25%|██▌ | 764/3007 [00:10<00:29, 75.34it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 740]) torch.Size([4, 740])
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 193]) torch.Size([4, 193])
Epoch 1 Train: 26%|██▌ | 772/3007 [00:10<00:30, 72.71it/s]
Epoch 1 Train: 26%|██▌ | 781/3007 [00:10<00:29, 75.61it/s]
torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 311]) torch.Size([4, 311])
torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 534]) torch.Size([4, 534])
Epoch 1 Train: 26%|██▌ | 789/3007 [00:10<00:29, 76.45it/s]
Epoch 1 Train: 27%|██▋ | 797/3007 [00:10<00:29, 75.82it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 279]) torch.Size([4, 279])
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 27%|██▋ | 806/3007 [00:10<00:28, 76.96it/s]
Epoch 1 Train: 27%|██▋ | 814/3007 [00:10<00:28, 77.09it/s]
torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 281]) torch.Size([4, 281])
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 409]) torch.Size([4, 409])
Epoch 1 Train: 27%|██▋ | 822/3007 [00:10<00:28, 76.87it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 1 Train: 28%|██▊ | 830/3007 [00:10<00:28, 75.56it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 28%|██▊ | 838/3007 [00:11<00:28, 75.79it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 28%|██▊ | 846/3007 [00:11<00:28, 76.74it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 28%|██▊ | 855/3007 [00:11<00:27, 78.31it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 29%|██▊ | 864/3007 [00:11<00:27, 79.21it/s]
torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 1 Train: 29%|██▉ | 872/3007 [00:11<00:28, 75.16it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 1 Train: 29%|██▉ | 880/3007 [00:11<00:28, 75.01it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 30%|██▉ | 889/3007 [00:11<00:27, 76.73it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 30%|██▉ | 897/3007 [00:11<00:27, 77.54it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 30%|███ | 905/3007 [00:11<00:27, 77.51it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 30%|███ | 913/3007 [00:11<00:27, 76.93it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 157]) torch.Size([4, 157])
Epoch 1 Train: 31%|███ | 922/3007 [00:12<00:26, 79.82it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 1 Train: 31%|███ | 930/3007 [00:12<00:26, 79.00it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 657]) torch.Size([4, 657])
Epoch 1 Train: 31%|███ | 938/3007 [00:12<00:27, 76.07it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 730]) torch.Size([4, 730]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 31%|███▏ | 946/3007 [00:12<00:26, 77.16it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 32%|███▏ | 954/3007 [00:12<00:27, 74.80it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 381]) torch.Size([4, 381])
Epoch 1 Train: 32%|███▏ | 963/3007 [00:12<00:26, 76.63it/s]
torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 1 Train: 32%|███▏ | 971/3007 [00:12<00:26, 76.97it/s]
torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 124]) torch.Size([4, 124])
Epoch 1 Train: 33%|███▎ | 979/3007 [00:12<00:26, 77.13it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 1 Train: 33%|███▎ | 988/3007 [00:12<00:25, 78.98it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 1 Train: 33%|███▎ | 996/3007 [00:13<00:25, 78.85it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 1 Train: 33%|███▎ | 1004/3007 [00:13<00:25, 77.76it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 356]) torch.Size([4, 356])
Epoch 1 Train: 34%|███▎ | 1012/3007 [00:13<00:25, 78.22it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 34%|███▍ | 1020/3007 [00:13<00:25, 77.34it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 34%|███▍ | 1028/3007 [00:13<00:25, 76.44it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 34%|███▍ | 1036/3007 [00:13<00:25, 77.40it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 493]) torch.Size([4, 493])
Epoch 1 Train: 35%|███▍ | 1045/3007 [00:13<00:24, 78.64it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 35%|███▌ | 1053/3007 [00:13<00:25, 77.67it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 470]) torch.Size([4, 470])
Epoch 1 Train: 35%|███▌ | 1061/3007 [00:13<00:25, 76.48it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 622]) torch.Size([4, 622]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 36%|███▌ | 1070/3007 [00:14<00:25, 76.73it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 1 Train: 36%|███▌ | 1078/3007 [00:14<00:25, 76.59it/s]
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 318]) torch.Size([4, 318])
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 1 Train: 36%|███▌ | 1086/3007 [00:14<00:27, 70.70it/s]
Epoch 1 Train: 36%|███▋ | 1094/3007 [00:14<00:26, 72.67it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 725]) torch.Size([4, 725]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 284]) torch.Size([4, 284])
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 37%|███▋ | 1102/3007 [00:14<00:27, 69.05it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 473]) torch.Size([4, 473])
Epoch 1 Train: 37%|███▋ | 1111/3007 [00:14<00:26, 71.94it/s]
torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 37%|███▋ | 1119/3007 [00:14<00:26, 72.06it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 1 Train: 37%|███▋ | 1127/3007 [00:14<00:26, 71.66it/s]
torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 1 Train: 38%|███▊ | 1135/3007 [00:14<00:25, 72.56it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 169]) torch.Size([4, 169])
Epoch 1 Train: 38%|███▊ | 1144/3007 [00:15<00:24, 74.65it/s]
torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 589]) torch.Size([4, 589]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 38%|███▊ | 1152/3007 [00:15<00:25, 73.65it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 403]) torch.Size([4, 403])
Epoch 1 Train: 39%|███▊ | 1160/3007 [00:15<00:24, 73.91it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 1 Train: 39%|███▉ | 1169/3007 [00:15<00:23, 76.90it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 39%|███▉ | 1177/3007 [00:15<00:23, 77.47it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 314]) torch.Size([4, 314])
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 39%|███▉ | 1185/3007 [00:15<00:24, 73.56it/s]
torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 194]) torch.Size([4, 194])
Epoch 1 Train: 40%|███▉ | 1194/3007 [00:15<00:23, 75.78it/s]
torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 340]) torch.Size([4, 340])
Epoch 1 Train: 40%|████ | 1203/3007 [00:15<00:23, 78.07it/s]
torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 1 Train: 40%|████ | 1211/3007 [00:15<00:22, 78.56it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 1 Train: 41%|████ | 1219/3007 [00:16<00:24, 73.40it/s]
Epoch 1 Train: 41%|████ | 1227/3007 [00:16<00:23, 74.86it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 184]) torch.Size([4, 184])
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 41%|████ | 1235/3007 [00:16<00:23, 75.29it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 875]) torch.Size([4, 875]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 1 Train: 41%|████▏ | 1243/3007 [00:16<00:23, 75.04it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 1 Train: 42%|████▏ | 1251/3007 [00:16<00:23, 74.82it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 42%|████▏ | 1259/3007 [00:16<00:23, 74.74it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 369]) torch.Size([4, 369])
Epoch 1 Train: 42%|████▏ | 1267/3007 [00:16<00:23, 75.09it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 42%|████▏ | 1276/3007 [00:16<00:22, 77.80it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 1 Train: 43%|████▎ | 1284/3007 [00:16<00:22, 76.41it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 1 Train: 43%|████▎ | 1292/3007 [00:16<00:22, 77.12it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 1 Train: 43%|████▎ | 1300/3007 [00:17<00:22, 76.54it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 44%|████▎ | 1309/3007 [00:17<00:21, 78.10it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 44%|████▍ | 1317/3007 [00:17<00:21, 77.44it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 1 Train: 44%|████▍ | 1325/3007 [00:17<00:21, 76.88it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 1 Train: 44%|████▍ | 1333/3007 [00:17<00:21, 77.33it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 45%|████▍ | 1341/3007 [00:17<00:21, 77.40it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 539]) torch.Size([4, 539])
Epoch 1 Train: 45%|████▍ | 1349/3007 [00:17<00:22, 75.14it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 578]) torch.Size([4, 578]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 1 Train: 45%|████▌ | 1357/3007 [00:17<00:21, 75.47it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 1 Train: 45%|████▌ | 1365/3007 [00:17<00:21, 74.81it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 87]) torch.Size([4, 87]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 46%|████▌ | 1374/3007 [00:18<00:21, 76.64it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 46%|████▌ | 1382/3007 [00:18<00:21, 74.87it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 46%|████▋ | 1391/3007 [00:18<00:21, 76.54it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 47%|████▋ | 1399/3007 [00:18<00:20, 77.28it/s]
torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 47%|████▋ | 1407/3007 [00:18<00:21, 75.58it/s]
torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 47%|████▋ | 1416/3007 [00:18<00:20, 76.69it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 273]) torch.Size([4, 273])
torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 47%|████▋ | 1424/3007 [00:18<00:21, 73.04it/s]
Epoch 1 Train: 48%|████▊ | 1432/3007 [00:18<00:21, 74.87it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 48%|████▊ | 1440/3007 [00:18<00:20, 76.30it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 325]) torch.Size([4, 325])
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 1 Train: 48%|████▊ | 1448/3007 [00:19<00:20, 74.42it/s]
torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 48%|████▊ | 1457/3007 [00:19<00:20, 77.16it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 411]) torch.Size([4, 411])
Epoch 1 Train: 49%|████▊ | 1465/3007 [00:19<00:20, 74.94it/s]
torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 204]) torch.Size([4, 204])
Epoch 1 Train: 49%|████▉ | 1473/3007 [00:19<00:20, 76.06it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 449]) torch.Size([4, 449])
Epoch 1 Train: 49%|████▉ | 1481/3007 [00:19<00:19, 76.97it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 504]) torch.Size([4, 504])
Epoch 1 Train: 50%|████▉ | 1489/3007 [00:19<00:19, 77.34it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 1 Train: 50%|████▉ | 1497/3007 [00:19<00:19, 76.72it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 50%|█████ | 1505/3007 [00:19<00:19, 77.57it/s]
torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 50%|█████ | 1513/3007 [00:19<00:19, 76.66it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 1 Train: 51%|█████ | 1522/3007 [00:20<00:18, 79.17it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 51%|█████ | 1530/3007 [00:20<00:19, 77.37it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 51%|█████ | 1538/3007 [00:20<00:19, 76.13it/s]
torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 51%|█████▏ | 1546/3007 [00:20<00:19, 74.20it/s]
torch.Size([4, 595]) torch.Size([4, 595]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 52%|█████▏ | 1554/3007 [00:20<00:19, 74.97it/s]
torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 1 Train: 52%|█████▏ | 1562/3007 [00:20<00:19, 74.19it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 52%|█████▏ | 1570/3007 [00:20<00:19, 74.43it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 52%|█████▏ | 1578/3007 [00:20<00:19, 73.36it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 53%|█████▎ | 1586/3007 [00:20<00:19, 73.87it/s]
torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 53%|█████▎ | 1594/3007 [00:20<00:18, 75.12it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 447]) torch.Size([4, 447])
Epoch 1 Train: 53%|█████▎ | 1602/3007 [00:21<00:19, 73.77it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 565]) torch.Size([4, 565])
Epoch 1 Train: 54%|█████▎ | 1610/3007 [00:21<00:19, 72.65it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 1 Train: 54%|█████▍ | 1618/3007 [00:21<00:18, 73.80it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 1 Train: 54%|█████▍ | 1626/3007 [00:21<00:18, 74.91it/s]
torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 54%|█████▍ | 1634/3007 [00:21<00:18, 74.71it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 415]) torch.Size([4, 415])
Epoch 1 Train: 55%|█████▍ | 1642/3007 [00:21<00:18, 75.49it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 307]) torch.Size([4, 307])
torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 154]) torch.Size([4, 154])
Epoch 1 Train: 55%|█████▍ | 1650/3007 [00:21<00:21, 63.08it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 140]) torch.Size([4, 140])
Epoch 1 Train: 55%|█████▌ | 1659/3007 [00:21<00:19, 68.44it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 1 Train: 55%|█████▌ | 1667/3007 [00:22<00:18, 70.61it/s]
torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 564]) torch.Size([4, 564])
Epoch 1 Train: 56%|█████▌ | 1675/3007 [00:22<00:18, 70.74it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 56%|█████▌ | 1683/3007 [00:22<00:18, 71.72it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 212]) torch.Size([4, 212])
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 1 Train: 56%|█████▌ | 1691/3007 [00:22<00:20, 64.25it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 355]) torch.Size([4, 355])
Epoch 1 Train: 57%|█████▋ | 1699/3007 [00:22<00:19, 66.81it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 1 Train: 57%|█████▋ | 1707/3007 [00:22<00:18, 68.79it/s]
torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 524]) torch.Size([4, 524])
Epoch 1 Train: 57%|█████▋ | 1715/3007 [00:22<00:18, 71.65it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 57%|█████▋ | 1723/3007 [00:22<00:17, 71.68it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 543]) torch.Size([4, 543])
Epoch 1 Train: 58%|█████▊ | 1731/3007 [00:22<00:18, 69.54it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 58%|█████▊ | 1739/3007 [00:23<00:17, 71.78it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 449]) torch.Size([4, 449])
Epoch 1 Train: 58%|█████▊ | 1747/3007 [00:23<00:18, 66.78it/s]
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 1 Train: 58%|█████▊ | 1755/3007 [00:23<00:17, 69.76it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 1 Train: 59%|█████▊ | 1763/3007 [00:23<00:17, 70.70it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 59%|█████▉ | 1771/3007 [00:23<00:17, 70.80it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 59%|█████▉ | 1779/3007 [00:23<00:16, 72.52it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 1 Train: 59%|█████▉ | 1787/3007 [00:23<00:17, 70.90it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 428]) torch.Size([4, 428])
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 511]) torch.Size([4, 511]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 1 Train: 60%|█████▉ | 1795/3007 [00:23<00:16, 71.50it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 60%|█████▉ | 1803/3007 [00:23<00:17, 69.99it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 514]) torch.Size([4, 514])
Epoch 1 Train: 60%|██████ | 1811/3007 [00:24<00:16, 72.54it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 1 Train: 60%|██████ | 1819/3007 [00:24<00:16, 72.09it/s]
torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 61%|██████ | 1827/3007 [00:24<00:17, 68.50it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 109]) torch.Size([4, 109]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 61%|██████ | 1836/3007 [00:24<00:16, 71.67it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 1 Train: 61%|██████▏ | 1844/3007 [00:24<00:16, 72.59it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 1 Train: 62%|██████▏ | 1852/3007 [00:24<00:15, 73.18it/s]
torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 62%|██████▏ | 1860/3007 [00:24<00:15, 73.91it/s]
torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 62%|██████▏ | 1868/3007 [00:24<00:15, 74.70it/s]
torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 461]) torch.Size([4, 461])
Epoch 1 Train: 62%|██████▏ | 1876/3007 [00:24<00:15, 74.91it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 1 Train: 63%|██████▎ | 1884/3007 [00:25<00:14, 76.13it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 63%|██████▎ | 1892/3007 [00:25<00:14, 76.11it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 63%|██████▎ | 1900/3007 [00:25<00:14, 75.52it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 63%|██████▎ | 1908/3007 [00:25<00:15, 70.15it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 680]) torch.Size([4, 680]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 297]) torch.Size([4, 297])
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 1 Train: 64%|██████▎ | 1916/3007 [00:25<00:16, 67.81it/s]
Epoch 1 Train: 64%|██████▍ | 1924/3007 [00:25<00:15, 68.89it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 209]) torch.Size([4, 209])
torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 64%|██████▍ | 1931/3007 [00:25<00:16, 66.65it/s]
Epoch 1 Train: 64%|██████▍ | 1939/3007 [00:25<00:15, 68.45it/s]
torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 258]) torch.Size([4, 258])
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 1 Train: 65%|██████▍ | 1947/3007 [00:25<00:15, 70.51it/s]
Epoch 1 Train: 65%|██████▌ | 1956/3007 [00:26<00:14, 73.45it/s]
torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 187]) torch.Size([4, 187])
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 65%|██████▌ | 1964/3007 [00:26<00:14, 74.08it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 643]) torch.Size([4, 643])
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 1 Train: 66%|██████▌ | 1972/3007 [00:26<00:16, 64.53it/s]
Epoch 1 Train: 66%|██████▌ | 1980/3007 [00:26<00:15, 67.67it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 278]) torch.Size([4, 278])
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 451]) torch.Size([4, 451])
Epoch 1 Train: 66%|██████▌ | 1988/3007 [00:26<00:14, 69.26it/s]
Epoch 1 Train: 66%|██████▋ | 1996/3007 [00:26<00:15, 65.40it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 566]) torch.Size([4, 566]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 176]) torch.Size([4, 176])
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 67%|██████▋ | 2004/3007 [00:26<00:14, 68.03it/s]
Epoch 1 Train: 67%|██████▋ | 2011/3007 [00:26<00:14, 67.25it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 264]) torch.Size([4, 264])
torch.Size([4, 371]) torch.Size([4, 371])
Epoch 1 Train: 67%|██████▋ | 2018/3007 [00:27<00:15, 65.06it/s]
Epoch 1 Train: 67%|██████▋ | 2026/3007 [00:27<00:14, 68.48it/s]
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 375]) torch.Size([4, 375])
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 142]) torch.Size([4, 142])
Epoch 1 Train: 68%|██████▊ | 2035/3007 [00:27<00:13, 71.99it/s]
Epoch 1 Train: 68%|██████▊ | 2043/3007 [00:27<00:13, 73.19it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 178]) torch.Size([4, 178])
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 400]) torch.Size([4, 400])
Epoch 1 Train: 68%|██████▊ | 2051/3007 [00:27<00:12, 73.81it/s]
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 1 Train: 68%|██████▊ | 2059/3007 [00:27<00:12, 74.01it/s]
torch.Size([4, 329]) torch.Size([4, 329])
Epoch 1 Train: 69%|██████▊ | 2067/3007 [00:27<00:13, 69.33it/s]
torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 453]) torch.Size([4, 453])
torch.Size([4, 319]) torch.Size([4, 319])
Epoch 1 Train: 69%|██████▉ | 2075/3007 [00:27<00:13, 68.90it/s]
Epoch 1 Train: 69%|██████▉ | 2082/3007 [00:27<00:14, 64.68it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 285]) torch.Size([4, 285])
torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 70%|██████▉ | 2090/3007 [00:28<00:13, 66.64it/s]
Epoch 1 Train: 70%|██████▉ | 2098/3007 [00:28<00:13, 68.48it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 70%|███████ | 2105/3007 [00:28<00:13, 66.57it/s]
Epoch 1 Train: 70%|███████ | 2112/3007 [00:28<00:13, 64.79it/s]
torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 1 Train: 71%|███████ | 2120/3007 [00:28<00:13, 68.22it/s]
Epoch 1 Train: 71%|███████ | 2128/3007 [00:28<00:12, 70.78it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 174]) torch.Size([4, 174])
Epoch 1 Train: 71%|███████ | 2136/3007 [00:28<00:12, 71.38it/s]
Epoch 1 Train: 71%|███████▏ | 2144/3007 [00:28<00:12, 71.75it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 472]) torch.Size([4, 472])
Epoch 1 Train: 72%|███████▏ | 2152/3007 [00:28<00:11, 72.72it/s]
Epoch 1 Train: 72%|███████▏ | 2160/3007 [00:29<00:11, 74.68it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 337]) torch.Size([4, 337])
Epoch 1 Train: 72%|███████▏ | 2168/3007 [00:29<00:11, 75.43it/s]
Epoch 1 Train: 72%|███████▏ | 2176/3007 [00:29<00:11, 74.23it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 1 Train: 73%|███████▎ | 2184/3007 [00:29<00:11, 73.04it/s]
Epoch 1 Train: 73%|███████▎ | 2192/3007 [00:29<00:10, 74.36it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 73%|███████▎ | 2200/3007 [00:29<00:10, 75.35it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 73%|███████▎ | 2208/3007 [00:29<00:11, 71.15it/s]
Epoch 1 Train: 74%|███████▎ | 2217/3007 [00:29<00:10, 73.58it/s]
torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 500]) torch.Size([4, 500])
Epoch 1 Train: 74%|███████▍ | 2225/3007 [00:29<00:10, 75.12it/s]
Epoch 1 Train: 74%|███████▍ | 2233/3007 [00:29<00:10, 75.87it/s]
torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 75%|███████▍ | 2241/3007 [00:30<00:10, 75.81it/s]
Epoch 1 Train: 75%|███████▍ | 2250/3007 [00:30<00:09, 77.59it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 404]) torch.Size([4, 404])
Epoch 1 Train: 75%|███████▌ | 2258/3007 [00:30<00:09, 76.71it/s]
Epoch 1 Train: 75%|███████▌ | 2266/3007 [00:30<00:09, 77.35it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 193]) torch.Size([4, 193])
Epoch 1 Train: 76%|███████▌ | 2274/3007 [00:30<00:09, 74.15it/s]
torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 1 Train: 76%|███████▌ | 2282/3007 [00:30<00:12, 56.02it/s]
Epoch 1 Train: 76%|███████▌ | 2290/3007 [00:30<00:12, 59.68it/s]
torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 697]) torch.Size([4, 697]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 208]) torch.Size([4, 208])
Epoch 1 Train: 76%|███████▋ | 2298/3007 [00:30<00:11, 63.78it/s]
Epoch 1 Train: 77%|███████▋ | 2306/3007 [00:31<00:10, 66.33it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 77%|███████▋ | 2314/3007 [00:31<00:10, 68.64it/s]
Epoch 1 Train: 77%|███████▋ | 2322/3007 [00:31<00:09, 71.06it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 412]) torch.Size([4, 412])
Epoch 1 Train: 77%|███████▋ | 2330/3007 [00:31<00:09, 70.94it/s]
Epoch 1 Train: 78%|███████▊ | 2338/3007 [00:31<00:09, 71.34it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 78%|███████▊ | 2346/3007 [00:31<00:09, 70.72it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 1 Train: 78%|███████▊ | 2354/3007 [00:31<00:09, 68.98it/s]
Epoch 1 Train: 79%|███████▊ | 2362/3007 [00:31<00:09, 70.76it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 1 Train: 79%|███████▉ | 2370/3007 [00:31<00:08, 72.82it/s]
Epoch 1 Train: 79%|███████▉ | 2378/3007 [00:32<00:08, 74.80it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 1 Train: 79%|███████▉ | 2386/3007 [00:32<00:08, 73.55it/s]
Epoch 1 Train: 80%|███████▉ | 2394/3007 [00:32<00:08, 73.54it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 642]) torch.Size([4, 642]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 1 Train: 80%|███████▉ | 2402/3007 [00:32<00:08, 73.04it/s]
Epoch 1 Train: 80%|████████ | 2410/3007 [00:32<00:08, 66.54it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 614]) torch.Size([4, 614]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 1 Train: 80%|████████ | 2418/3007 [00:32<00:08, 67.93it/s]
Epoch 1 Train: 81%|████████ | 2426/3007 [00:32<00:08, 70.42it/s]
torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 781]) torch.Size([4, 781])
Epoch 1 Train: 81%|████████ | 2434/3007 [00:32<00:08, 70.84it/s]
Epoch 1 Train: 81%|████████ | 2442/3007 [00:32<00:07, 71.92it/s]
torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 1 Train: 81%|████████▏ | 2450/3007 [00:33<00:07, 74.15it/s]
Epoch 1 Train: 82%|████████▏ | 2458/3007 [00:33<00:07, 75.06it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 82%|████████▏ | 2466/3007 [00:33<00:07, 74.98it/s]
Epoch 1 Train: 82%|████████▏ | 2474/3007 [00:33<00:07, 74.18it/s]
torch.Size([4, 565]) torch.Size([4, 565]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 536]) torch.Size([4, 536])
Epoch 1 Train: 83%|████████▎ | 2482/3007 [00:33<00:07, 72.97it/s]
Epoch 1 Train: 83%|████████▎ | 2490/3007 [00:33<00:07, 72.63it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 83%|████████▎ | 2498/3007 [00:33<00:06, 73.58it/s]
Epoch 1 Train: 83%|████████▎ | 2506/3007 [00:33<00:06, 72.89it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 84%|████████▎ | 2514/3007 [00:33<00:06, 72.31it/s]
torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 1 Train: 84%|████████▍ | 2522/3007 [00:34<00:06, 73.02it/s]
Epoch 1 Train: 84%|████████▍ | 2530/3007 [00:34<00:06, 72.66it/s]
torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 84%|████████▍ | 2538/3007 [00:34<00:06, 72.63it/s]
Epoch 1 Train: 85%|████████▍ | 2546/3007 [00:34<00:06, 73.51it/s]
torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 1 Train: 85%|████████▍ | 2554/3007 [00:34<00:06, 72.82it/s]
Epoch 1 Train: 85%|████████▌ | 2562/3007 [00:34<00:06, 73.30it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 230]) torch.Size([4, 230])
Epoch 1 Train: 85%|████████▌ | 2570/3007 [00:34<00:06, 72.08it/s]
Epoch 1 Train: 86%|████████▌ | 2578/3007 [00:34<00:05, 73.80it/s]
torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 1 Train: 86%|████████▌ | 2586/3007 [00:34<00:06, 65.96it/s]
Epoch 1 Train: 86%|████████▋ | 2594/3007 [00:35<00:06, 68.32it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 86%|████████▋ | 2601/3007 [00:35<00:06, 66.36it/s]
Epoch 1 Train: 87%|████████▋ | 2608/3007 [00:35<00:06, 66.44it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 355]) torch.Size([4, 355])
Epoch 1 Train: 87%|████████▋ | 2615/3007 [00:35<00:05, 67.08it/s]
Epoch 1 Train: 87%|████████▋ | 2623/3007 [00:35<00:05, 70.03it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 1 Train: 87%|████████▋ | 2631/3007 [00:35<00:05, 71.56it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 1 Train: 88%|████████▊ | 2639/3007 [00:35<00:05, 73.37it/s]
Epoch 1 Train: 88%|████████▊ | 2647/3007 [00:35<00:04, 72.73it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 88%|████████▊ | 2655/3007 [00:35<00:04, 74.56it/s]
Epoch 1 Train: 89%|████████▊ | 2663/3007 [00:36<00:04, 73.75it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 533]) torch.Size([4, 533])
Epoch 1 Train: 89%|████████▉ | 2671/3007 [00:36<00:04, 74.10it/s]
Epoch 1 Train: 89%|████████▉ | 2679/3007 [00:36<00:04, 75.30it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 1 Train: 89%|████████▉ | 2687/3007 [00:36<00:04, 73.42it/s]
Epoch 1 Train: 90%|████████▉ | 2695/3007 [00:36<00:04, 69.58it/s]
torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 1 Train: 90%|████████▉ | 2703/3007 [00:36<00:04, 65.73it/s]
Epoch 1 Train: 90%|█████████ | 2711/3007 [00:36<00:04, 68.65it/s]
torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 90%|█████████ | 2719/3007 [00:36<00:04, 70.54it/s]
Epoch 1 Train: 91%|█████████ | 2727/3007 [00:36<00:03, 72.10it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 1 Train: 91%|█████████ | 2735/3007 [00:37<00:03, 71.37it/s]
torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 585]) torch.Size([4, 585]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 433]) torch.Size([4, 433])
Epoch 1 Train: 91%|█████████ | 2743/3007 [00:37<00:03, 71.10it/s]
Epoch 1 Train: 91%|█████████▏| 2751/3007 [00:37<00:03, 72.79it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 175]) torch.Size([4, 175])
Epoch 1 Train: 92%|█████████▏| 2760/3007 [00:37<00:03, 74.26it/s]
Epoch 1 Train: 92%|█████████▏| 2768/3007 [00:37<00:03, 73.58it/s]
torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 92%|█████████▏| 2776/3007 [00:37<00:03, 74.58it/s]
Epoch 1 Train: 93%|█████████▎| 2784/3007 [00:37<00:02, 74.37it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 159]) torch.Size([4, 159])
Epoch 1 Train: 93%|█████████▎| 2792/3007 [00:37<00:02, 74.36it/s]
Epoch 1 Train: 93%|█████████▎| 2800/3007 [00:37<00:02, 75.72it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 93%|█████████▎| 2808/3007 [00:38<00:02, 75.32it/s]
Epoch 1 Train: 94%|█████████▎| 2817/3007 [00:38<00:02, 77.66it/s]
torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 654]) torch.Size([4, 654]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 94%|█████████▍| 2825/3007 [00:38<00:02, 75.97it/s]
Epoch 1 Train: 94%|█████████▍| 2833/3007 [00:38<00:02, 74.83it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 94%|█████████▍| 2841/3007 [00:38<00:02, 73.67it/s]
Epoch 1 Train: 95%|█████████▍| 2849/3007 [00:38<00:02, 74.61it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 95%|█████████▌| 2857/3007 [00:38<00:02, 74.11it/s]
Epoch 1 Train: 95%|█████████▌| 2865/3007 [00:38<00:02, 70.66it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 96%|█████████▌| 2873/3007 [00:38<00:01, 70.14it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 1 Train: 96%|█████████▌| 2881/3007 [00:39<00:01, 71.31it/s]
Epoch 1 Train: 96%|█████████▌| 2889/3007 [00:39<00:01, 73.62it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 1 Train: 96%|█████████▋| 2897/3007 [00:39<00:01, 74.89it/s]
Epoch 1 Train: 97%|█████████▋| 2905/3007 [00:39<00:01, 73.37it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 1 Train: 97%|█████████▋| 2913/3007 [00:39<00:01, 74.07it/s]
Epoch 1 Train: 97%|█████████▋| 2921/3007 [00:39<00:01, 72.62it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 399]) torch.Size([4, 399])
Epoch 1 Train: 97%|█████████▋| 2929/3007 [00:39<00:01, 73.54it/s]
Epoch 1 Train: 98%|█████████▊| 2937/3007 [00:39<00:01, 69.66it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 862]) torch.Size([4, 862]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 1 Train: 98%|█████████▊| 2945/3007 [00:39<00:00, 71.75it/s]
Epoch 1 Train: 98%|█████████▊| 2953/3007 [00:40<00:00, 71.91it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 1 Train: 98%|█████████▊| 2961/3007 [00:40<00:00, 73.03it/s]
Epoch 1 Train: 99%|█████████▊| 2969/3007 [00:40<00:00, 74.11it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 99%|█████████▉| 2977/3007 [00:40<00:00, 74.56it/s]
Epoch 1 Train: 99%|█████████▉| 2985/3007 [00:40<00:00, 74.46it/s]
torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 100%|█████████▉| 2993/3007 [00:40<00:00, 75.44it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 110]) torch.Size([4, 110]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 100%|█████████▉| 3001/3007 [00:40<00:00, 70.14it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([2, 294]) torch.Size([2, 294])
Epoch 2 Train: 0%| | 0/3007 [00:00<?, ?it/s]
Epoch 2 Train: 0%| | 8/3007 [00:00<00:46, 63.88it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 361]) torch.Size([4, 361])
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 2 Train: 1%| | 16/3007 [00:00<00:41, 72.03it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 566]) torch.Size([4, 566]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 2 Train: 1%| | 24/3007 [00:00<00:42, 70.12it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 508]) torch.Size([4, 508])
Epoch 2 Train: 1%| | 33/3007 [00:00<00:40, 73.52it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 552]) torch.Size([4, 552]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 2 Train: 1%|▏ | 42/3007 [00:00<00:38, 76.15it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 2 Train: 2%|▏ | 50/3007 [00:00<00:38, 76.39it/s]
torch.Size([4, 725]) torch.Size([4, 725]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 578]) torch.Size([4, 578]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 2 Train: 2%|▏ | 59/3007 [00:00<00:37, 78.86it/s]
torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 547]) torch.Size([4, 547])
Epoch 2 Train: 2%|▏ | 67/3007 [00:00<00:37, 79.09it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 2 Train: 3%|▎ | 76/3007 [00:00<00:36, 79.90it/s]
torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 2 Train: 3%|▎ | 84/3007 [00:01<00:37, 77.47it/s]
torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 2 Train: 3%|▎ | 93/3007 [00:01<00:37, 78.72it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 2 Train: 3%|▎ | 102/3007 [00:01<00:36, 79.63it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 2 Train: 4%|▎ | 111/3007 [00:01<00:36, 80.01it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 2 Train: 4%|▍ | 120/3007 [00:01<00:35, 80.25it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 197]) torch.Size([4, 197])
Epoch 2 Train: 4%|▍ | 129/3007 [00:01<00:35, 81.12it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 2 Train: 5%|▍ | 138/3007 [00:01<00:35, 81.43it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 2 Train: 5%|▍ | 147/3007 [00:01<00:35, 81.54it/s]
torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 2 Train: 5%|▌ | 156/3007 [00:01<00:35, 80.05it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 316]) torch.Size([4, 316])
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 168]) torch.Size([4, 168])
Epoch 2 Train: 5%|▌ | 165/3007 [00:02<00:34, 81.26it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 171]) torch.Size([4, 171])
Epoch 2 Train: 6%|▌ | 174/3007 [00:02<00:34, 81.47it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 509]) torch.Size([4, 509])
Epoch 2 Train: 6%|▌ | 183/3007 [00:02<00:34, 81.98it/s]
torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 2 Train: 6%|▋ | 192/3007 [00:02<00:34, 82.13it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 219]) torch.Size([4, 219])
Epoch 2 Train: 7%|▋ | 201/3007 [00:02<00:34, 80.98it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 2 Train: 7%|▋ | 210/3007 [00:02<00:34, 79.97it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 315]) torch.Size([4, 315])
Epoch 2 Train: 7%|▋ | 219/3007 [00:02<00:35, 79.25it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 8%|▊ | 227/3007 [00:02<00:35, 78.90it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 2 Train: 8%|▊ | 235/3007 [00:02<00:35, 79.14it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 2 Train: 8%|▊ | 243/3007 [00:03<00:35, 78.89it/s]
torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 2 Train: 8%|▊ | 252/3007 [00:03<00:34, 80.16it/s]
torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 2 Train: 9%|▊ | 261/3007 [00:03<00:35, 77.96it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 9%|▉ | 269/3007 [00:03<00:34, 78.48it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 598]) torch.Size([4, 598])
Epoch 2 Train: 9%|▉ | 277/3007 [00:03<00:34, 78.18it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 2 Train: 9%|▉ | 285/3007 [00:03<00:35, 77.59it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 2 Train: 10%|▉ | 294/3007 [00:03<00:34, 78.63it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 510]) torch.Size([4, 510])
Epoch 2 Train: 10%|█ | 302/3007 [00:03<00:34, 78.06it/s]
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 501]) torch.Size([4, 501])
Epoch 2 Train: 10%|█ | 310/3007 [00:03<00:35, 75.62it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 825]) torch.Size([4, 825]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 2 Train: 11%|█ | 318/3007 [00:04<00:35, 74.97it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 2 Train: 11%|█ | 327/3007 [00:04<00:34, 77.11it/s]
torch.Size([4, 107]) torch.Size([4, 107]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 270]) torch.Size([4, 270])
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 11%|█ | 336/3007 [00:04<00:33, 78.75it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 797]) torch.Size([4, 797])
Epoch 2 Train: 11%|█▏ | 344/3007 [00:04<00:34, 76.96it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 2 Train: 12%|█▏ | 353/3007 [00:04<00:33, 79.84it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 2 Train: 12%|█▏ | 361/3007 [00:04<00:33, 79.14it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 230]) torch.Size([4, 230])
Epoch 2 Train: 12%|█▏ | 370/3007 [00:04<00:32, 80.56it/s]
torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 2 Train: 13%|█▎ | 379/3007 [00:04<00:32, 80.70it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 13%|█▎ | 388/3007 [00:04<00:32, 79.49it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 481]) torch.Size([4, 481])
Epoch 2 Train: 13%|█▎ | 396/3007 [00:05<00:33, 78.96it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 2 Train: 13%|█▎ | 404/3007 [00:05<00:32, 78.88it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 862]) torch.Size([4, 862])
Epoch 2 Train: 14%|█▎ | 412/3007 [00:05<00:33, 77.64it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 2 Train: 14%|█▍ | 421/3007 [00:05<00:32, 78.68it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 561]) torch.Size([4, 561])
Epoch 2 Train: 14%|█▍ | 429/3007 [00:05<00:35, 73.18it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 2 Train: 15%|█▍ | 438/3007 [00:05<00:33, 76.76it/s]
torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 2 Train: 15%|█▍ | 446/3007 [00:05<00:33, 77.49it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 2 Train: 15%|█▌ | 454/3007 [00:05<00:32, 77.60it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 2 Train: 15%|█▌ | 463/3007 [00:05<00:32, 78.72it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 2 Train: 16%|█▌ | 471/3007 [00:06<00:32, 77.49it/s]
torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 2 Train: 16%|█▌ | 479/3007 [00:06<00:32, 77.10it/s]
torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 2 Train: 16%|█▌ | 488/3007 [00:06<00:32, 77.86it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 422]) torch.Size([4, 422])
Epoch 2 Train: 16%|█▋ | 496/3007 [00:06<00:32, 78.35it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 2 Train: 17%|█▋ | 504/3007 [00:06<00:31, 78.56it/s]
torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 2 Train: 17%|█▋ | 513/3007 [00:06<00:31, 79.44it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 2 Train: 17%|█▋ | 521/3007 [00:06<00:31, 78.94it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 2 Train: 18%|█▊ | 529/3007 [00:06<00:31, 79.02it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 2 Train: 18%|█▊ | 537/3007 [00:06<00:31, 78.31it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 2 Train: 18%|█▊ | 546/3007 [00:06<00:31, 79.07it/s]
torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 512]) torch.Size([4, 512])
Epoch 2 Train: 18%|█▊ | 555/3007 [00:07<00:30, 79.55it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 339]) torch.Size([4, 339])
torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 2 Train: 19%|█▊ | 563/3007 [00:07<00:31, 77.84it/s]
Epoch 2 Train: 19%|█▉ | 571/3007 [00:07<00:31, 78.31it/s]
torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 574]) torch.Size([4, 574])
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 553]) torch.Size([4, 553]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 2 Train: 19%|█▉ | 579/3007 [00:07<00:31, 76.86it/s]
Epoch 2 Train: 20%|█▉ | 588/3007 [00:07<00:30, 78.41it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 361]) torch.Size([4, 361])
torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 2 Train: 20%|█▉ | 596/3007 [00:07<00:31, 76.36it/s]
Epoch 2 Train: 20%|██ | 605/3007 [00:07<00:30, 78.24it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 455]) torch.Size([4, 455])
torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 2 Train: 20%|██ | 613/3007 [00:07<00:30, 78.63it/s]
Epoch 2 Train: 21%|██ | 621/3007 [00:07<00:31, 76.43it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 201]) torch.Size([4, 201])
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 472]) torch.Size([4, 472])
Epoch 2 Train: 21%|██ | 630/3007 [00:08<00:30, 78.78it/s]
Epoch 2 Train: 21%|██ | 638/3007 [00:08<00:30, 76.96it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 488]) torch.Size([4, 488])
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 346])
Epoch 2 Train: 21%|██▏ | 646/3007 [00:08<00:30, 77.65it/s]
Epoch 2 Train: 22%|██▏ | 654/3007 [00:08<00:30, 77.55it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 374]) torch.Size([4, 374])
torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 504]) torch.Size([4, 504])
Epoch 2 Train: 22%|██▏ | 663/3007 [00:08<00:29, 79.55it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 2 Train: 22%|██▏ | 671/3007 [00:08<00:29, 79.28it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 355]) torch.Size([4, 355])
Epoch 2 Train: 23%|██▎ | 679/3007 [00:08<00:29, 77.89it/s]
torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 2 Train: 23%|██▎ | 687/3007 [00:08<00:29, 78.42it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 630]) torch.Size([4, 630])
Epoch 2 Train: 23%|██▎ | 695/3007 [00:08<00:30, 75.85it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 169]) torch.Size([4, 169])
Epoch 2 Train: 23%|██▎ | 703/3007 [00:08<00:30, 76.52it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 386]) torch.Size([4, 386])
Epoch 2 Train: 24%|██▎ | 711/3007 [00:09<00:30, 76.19it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 2 Train: 24%|██▍ | 719/3007 [00:09<00:30, 75.01it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 2 Train: 24%|██▍ | 727/3007 [00:09<00:29, 76.05it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 2 Train: 24%|██▍ | 735/3007 [00:09<00:30, 74.91it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 355]) torch.Size([4, 355])
Epoch 2 Train: 25%|██▍ | 743/3007 [00:09<00:29, 75.75it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 2 Train: 25%|██▍ | 751/3007 [00:09<00:30, 74.21it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 417]) torch.Size([4, 417])
Epoch 2 Train: 25%|██▌ | 760/3007 [00:09<00:29, 76.22it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 2 Train: 26%|██▌ | 768/3007 [00:09<00:29, 75.51it/s]
torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 2 Train: 26%|██▌ | 777/3007 [00:09<00:28, 76.91it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 416]) torch.Size([4, 416])
Epoch 2 Train: 26%|██▌ | 785/3007 [00:10<00:29, 75.99it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 730]) torch.Size([4, 730]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 2 Train: 26%|██▋ | 793/3007 [00:10<00:28, 76.52it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 2 Train: 27%|██▋ | 801/3007 [00:10<00:29, 74.96it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 2 Train: 27%|██▋ | 809/3007 [00:10<00:29, 75.15it/s]
torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 196]) torch.Size([4, 196])
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 301]) torch.Size([4, 301])
Epoch 2 Train: 27%|██▋ | 818/3007 [00:10<00:28, 76.83it/s]
Epoch 2 Train: 28%|██▊ | 827/3007 [00:10<00:27, 78.33it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 477]) torch.Size([4, 477])
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 379]) torch.Size([4, 379])
Epoch 2 Train: 28%|██▊ | 835/3007 [00:10<00:27, 78.42it/s]
Epoch 2 Train: 28%|██▊ | 844/3007 [00:10<00:27, 79.74it/s]
torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 383]) torch.Size([4, 383])
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 544]) torch.Size([4, 544])
Epoch 2 Train: 28%|██▊ | 852/3007 [00:10<00:27, 79.51it/s]
Epoch 2 Train: 29%|██▊ | 860/3007 [00:11<00:27, 78.96it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 328]) torch.Size([4, 328])
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 2 Train: 29%|██▉ | 869/3007 [00:11<00:26, 79.62it/s]
Epoch 2 Train: 29%|██▉ | 877/3007 [00:11<00:26, 79.53it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 281]) torch.Size([4, 281])
torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 2 Train: 29%|██▉ | 885/3007 [00:11<00:26, 78.90it/s]
Epoch 2 Train: 30%|██▉ | 893/3007 [00:11<00:26, 78.98it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 337]) torch.Size([4, 337])
torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 477]) torch.Size([4, 477])
Epoch 2 Train: 30%|██▉ | 901/3007 [00:11<00:26, 78.44it/s]
Epoch 2 Train: 30%|███ | 910/3007 [00:11<00:26, 79.03it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 344]) torch.Size([4, 344])
torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 2 Train: 31%|███ | 918/3007 [00:11<00:26, 77.99it/s]
Epoch 2 Train: 31%|███ | 926/3007 [00:11<00:26, 78.43it/s]
torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 313]) torch.Size([4, 313])
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 475]) torch.Size([4, 475])
Epoch 2 Train: 31%|███ | 934/3007 [00:11<00:26, 78.07it/s]
Epoch 2 Train: 31%|███▏ | 942/3007 [00:12<00:26, 76.87it/s]
torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 137]) torch.Size([4, 137])
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 2 Train: 32%|███▏ | 950/3007 [00:12<00:26, 76.45it/s]
Epoch 2 Train: 32%|███▏ | 959/3007 [00:12<00:26, 77.79it/s]
torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 472]) torch.Size([4, 472])
torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 2 Train: 32%|███▏ | 967/3007 [00:12<00:26, 76.74it/s]
Epoch 2 Train: 32%|███▏ | 975/3007 [00:12<00:26, 76.62it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 203]) torch.Size([4, 203])
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 2 Train: 33%|███▎ | 983/3007 [00:12<00:26, 77.48it/s]
Epoch 2 Train: 33%|███▎ | 991/3007 [00:12<00:25, 78.09it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 301]) torch.Size([4, 301])
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 2 Train: 33%|███▎ | 1000/3007 [00:12<00:25, 79.39it/s]
Epoch 2 Train: 34%|███▎ | 1008/3007 [00:12<00:26, 76.51it/s]
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 168]) torch.Size([4, 168])
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 2 Train: 34%|███▍ | 1017/3007 [00:13<00:25, 77.60it/s]
torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 34%|███▍ | 1025/3007 [00:13<00:25, 76.88it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 143]) torch.Size([4, 143])
Epoch 2 Train: 34%|███▍ | 1034/3007 [00:13<00:25, 78.68it/s]
torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 120]) torch.Size([4, 120]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 152]) torch.Size([4, 152])
Epoch 2 Train: 35%|███▍ | 1043/3007 [00:13<00:24, 79.72it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 565]) torch.Size([4, 565]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 2 Train: 35%|███▍ | 1051/3007 [00:13<00:25, 77.71it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 733]) torch.Size([4, 733]) torch.Size([4, 109]) torch.Size([4, 109]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 2 Train: 35%|███▌ | 1059/3007 [00:13<00:25, 76.90it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 2 Train: 35%|███▌ | 1067/3007 [00:13<00:25, 77.46it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 2 Train: 36%|███▌ | 1075/3007 [00:13<00:24, 77.91it/s]
torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 465]) torch.Size([4, 465])
Epoch 2 Train: 36%|███▌ | 1084/3007 [00:13<00:24, 78.58it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 2 Train: 36%|███▋ | 1092/3007 [00:13<00:24, 77.58it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 173]) torch.Size([4, 173])
Epoch 2 Train: 37%|███▋ | 1101/3007 [00:14<00:24, 78.85it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 473]) torch.Size([4, 473])
Epoch 2 Train: 37%|███▋ | 1109/3007 [00:14<00:23, 79.08it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 438]) torch.Size([4, 438])
Epoch 2 Train: 37%|███▋ | 1118/3007 [00:14<00:23, 79.82it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 2 Train: 37%|███▋ | 1127/3007 [00:14<00:23, 81.06it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 38%|███▊ | 1136/3007 [00:14<00:23, 81.26it/s]
torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 180]) torch.Size([4, 180])
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 2 Train: 38%|███▊ | 1145/3007 [00:14<00:23, 80.09it/s]
Epoch 2 Train: 38%|███▊ | 1154/3007 [00:14<00:22, 81.08it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 675]) torch.Size([4, 675])
torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 457]) torch.Size([4, 457])
Epoch 2 Train: 39%|███▊ | 1163/3007 [00:14<00:23, 78.94it/s]
Epoch 2 Train: 39%|███▉ | 1172/3007 [00:14<00:22, 80.48it/s]
torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 150]) torch.Size([4, 150])
torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 2 Train: 39%|███▉ | 1181/3007 [00:15<00:22, 82.35it/s]
Epoch 2 Train: 40%|███▉ | 1190/3007 [00:15<00:22, 82.09it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 257]) torch.Size([4, 257])
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 2 Train: 40%|███▉ | 1199/3007 [00:15<00:21, 83.47it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 2 Train: 40%|████ | 1208/3007 [00:15<00:22, 81.71it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 2 Train: 40%|████ | 1217/3007 [00:15<00:24, 73.36it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 2 Train: 41%|████ | 1226/3007 [00:15<00:23, 75.57it/s]
torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 164]) torch.Size([4, 164])
Epoch 2 Train: 41%|████ | 1234/3007 [00:15<00:23, 76.35it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 624]) torch.Size([4, 624]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 2 Train: 41%|████▏ | 1243/3007 [00:15<00:22, 78.07it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 2 Train: 42%|████▏ | 1251/3007 [00:15<00:22, 77.78it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 239]) torch.Size([4, 239])
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 137]) torch.Size([4, 137])
Epoch 2 Train: 42%|████▏ | 1259/3007 [00:16<00:24, 71.99it/s]
Epoch 2 Train: 42%|████▏ | 1267/3007 [00:16<00:24, 71.84it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 243]) torch.Size([4, 243])
torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 42%|████▏ | 1276/3007 [00:16<00:22, 76.67it/s]
Epoch 2 Train: 43%|████▎ | 1284/3007 [00:16<00:22, 77.43it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 222]) torch.Size([4, 222])
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 43%|████▎ | 1292/3007 [00:16<00:22, 76.99it/s]
Epoch 2 Train: 43%|████▎ | 1300/3007 [00:16<00:22, 76.25it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 194]) torch.Size([4, 194])
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 44%|████▎ | 1309/3007 [00:16<00:21, 77.86it/s]
Epoch 2 Train: 44%|████▍ | 1318/3007 [00:16<00:21, 77.96it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 490]) torch.Size([4, 490])
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 2 Train: 44%|████▍ | 1326/3007 [00:16<00:21, 78.06it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 364]) torch.Size([4, 364])
Epoch 2 Train: 44%|████▍ | 1335/3007 [00:17<00:21, 79.35it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 45%|████▍ | 1343/3007 [00:17<00:21, 78.63it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 2 Train: 45%|████▍ | 1352/3007 [00:17<00:20, 79.50it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 2 Train: 45%|████▌ | 1361/3007 [00:17<00:20, 79.74it/s]
torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 2 Train: 46%|████▌ | 1369/3007 [00:17<00:20, 79.60it/s]
torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 2 Train: 46%|████▌ | 1377/3007 [00:17<00:20, 78.54it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 46%|████▌ | 1385/3007 [00:17<00:20, 77.47it/s]
torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 46%|████▋ | 1393/3007 [00:17<00:21, 76.81it/s]
Epoch 2 Train: 47%|████▋ | 1401/3007 [00:17<00:20, 77.70it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 189]) torch.Size([4, 189])
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 2 Train: 47%|████▋ | 1409/3007 [00:18<00:21, 75.53it/s]
torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 2 Train: 47%|████▋ | 1417/3007 [00:18<00:20, 75.78it/s]
torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 2 Train: 47%|████▋ | 1426/3007 [00:18<00:20, 77.83it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 2 Train: 48%|████▊ | 1434/3007 [00:18<00:20, 75.11it/s]
torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 456]) torch.Size([4, 456])
Epoch 2 Train: 48%|████▊ | 1442/3007 [00:18<00:20, 74.62it/s]
torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 2 Train: 48%|████▊ | 1450/3007 [00:18<00:20, 75.08it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 449]) torch.Size([4, 449])
Epoch 2 Train: 48%|████▊ | 1458/3007 [00:18<00:20, 75.13it/s]
torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 2 Train: 49%|████▉ | 1466/3007 [00:18<00:20, 74.95it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 2 Train: 49%|████▉ | 1474/3007 [00:18<00:20, 75.48it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 680]) torch.Size([4, 680]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 2 Train: 49%|████▉ | 1482/3007 [00:19<00:20, 75.21it/s]
torch.Size([4, 654]) torch.Size([4, 654]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 2 Train: 50%|████▉ | 1490/3007 [00:19<00:19, 75.89it/s]
torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 50%|████▉ | 1498/3007 [00:19<00:19, 75.61it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 2 Train: 50%|█████ | 1507/3007 [00:19<00:19, 77.52it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 162]) torch.Size([4, 162])
torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 2 Train: 50%|█████ | 1516/3007 [00:19<00:18, 78.95it/s]
Epoch 2 Train: 51%|█████ | 1524/3007 [00:19<00:19, 77.49it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 133]) torch.Size([4, 133])
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 119]) torch.Size([4, 119])
Epoch 2 Train: 51%|█████ | 1533/3007 [00:19<00:18, 79.13it/s]
Epoch 2 Train: 51%|█████ | 1541/3007 [00:19<00:18, 79.26it/s]
torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 289]) torch.Size([4, 289])
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 2 Train: 52%|█████▏ | 1550/3007 [00:19<00:18, 79.68it/s]
Epoch 2 Train: 52%|█████▏ | 1558/3007 [00:19<00:18, 79.70it/s]
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 375]) torch.Size([4, 375])
torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 2 Train: 52%|█████▏ | 1566/3007 [00:20<00:18, 76.92it/s]
Epoch 2 Train: 52%|█████▏ | 1575/3007 [00:20<00:18, 78.64it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 169]) torch.Size([4, 169])
torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 2 Train: 53%|█████▎ | 1583/3007 [00:20<00:18, 78.51it/s]
Epoch 2 Train: 53%|█████▎ | 1592/3007 [00:20<00:17, 79.75it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 360]) torch.Size([4, 360])
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 2 Train: 53%|█████▎ | 1601/3007 [00:20<00:17, 81.55it/s]
Epoch 2 Train: 54%|█████▎ | 1610/3007 [00:20<00:16, 82.77it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 174]) torch.Size([4, 174])
torch.Size([4, 217]) torch.Size([4, 217])
Epoch 2 Train: 54%|█████▍ | 1619/3007 [00:20<00:17, 80.91it/s]
Epoch 2 Train: 54%|█████▍ | 1628/3007 [00:20<00:17, 80.78it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 647]) torch.Size([4, 647]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 377]) torch.Size([4, 377])
torch.Size([4, 544]) torch.Size([4, 544])
Epoch 2 Train: 54%|█████▍ | 1637/3007 [00:20<00:17, 78.82it/s]
Epoch 2 Train: 55%|█████▍ | 1645/3007 [00:21<00:17, 77.71it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 697]) torch.Size([4, 697]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 159]) torch.Size([4, 159])
torch.Size([4, 344]) torch.Size([4, 344])
Epoch 2 Train: 55%|█████▍ | 1653/3007 [00:21<00:17, 77.46it/s]
Epoch 2 Train: 55%|█████▌ | 1662/3007 [00:21<00:16, 79.52it/s]
torch.Size([4, 642]) torch.Size([4, 642]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 283]) torch.Size([4, 283])
torch.Size([4, 272]) torch.Size([4, 272])
Epoch 2 Train: 56%|█████▌ | 1670/3007 [00:21<00:16, 79.02it/s]
Epoch 2 Train: 56%|█████▌ | 1678/3007 [00:21<00:16, 78.74it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 2 Train: 56%|█████▌ | 1686/3007 [00:21<00:17, 74.50it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 108]) torch.Size([4, 108]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 105]) torch.Size([4, 105]) torch.Size([4, 585]) torch.Size([4, 585])
Epoch 2 Train: 56%|█████▋ | 1695/3007 [00:21<00:17, 76.84it/s]
Epoch 2 Train: 57%|█████▋ | 1704/3007 [00:21<00:16, 77.55it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 2 Train: 57%|█████▋ | 1713/3007 [00:21<00:16, 80.20it/s]
Epoch 2 Train: 57%|█████▋ | 1722/3007 [00:22<00:16, 79.10it/s]
torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 2 Train: 58%|█████▊ | 1731/3007 [00:22<00:15, 79.81it/s]
Epoch 2 Train: 58%|█████▊ | 1739/3007 [00:22<00:16, 77.96it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 511]) torch.Size([4, 511]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 614]) torch.Size([4, 614])
Epoch 2 Train: 58%|█████▊ | 1747/3007 [00:22<00:16, 77.50it/s]
Epoch 2 Train: 58%|█████▊ | 1756/3007 [00:22<00:15, 79.04it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 2 Train: 59%|█████▊ | 1764/3007 [00:22<00:15, 79.31it/s]
Epoch 2 Train: 59%|█████▉ | 1773/3007 [00:22<00:15, 81.40it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 121]) torch.Size([4, 121]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 2 Train: 59%|█████▉ | 1782/3007 [00:22<00:16, 75.36it/s]
Epoch 2 Train: 60%|█████▉ | 1791/3007 [00:22<00:15, 76.93it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 796]) torch.Size([4, 796]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 2 Train: 60%|█████▉ | 1800/3007 [00:23<00:15, 77.52it/s]
Epoch 2 Train: 60%|██████ | 1809/3007 [00:23<00:15, 78.70it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 2 Train: 60%|██████ | 1818/3007 [00:23<00:14, 81.02it/s]
Epoch 2 Train: 61%|██████ | 1827/3007 [00:23<00:14, 80.08it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 61%|██████ | 1836/3007 [00:23<00:14, 79.05it/s]
torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 2 Train: 61%|██████▏ | 1844/3007 [00:23<00:15, 73.13it/s]
Epoch 2 Train: 62%|██████▏ | 1852/3007 [00:23<00:15, 74.91it/s]
torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 62%|██████▏ | 1861/3007 [00:23<00:14, 76.88it/s]
Epoch 2 Train: 62%|██████▏ | 1869/3007 [00:23<00:14, 76.50it/s]
torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 162]) torch.Size([4, 162])
Epoch 2 Train: 62%|██████▏ | 1878/3007 [00:24<00:14, 78.36it/s]
Epoch 2 Train: 63%|██████▎ | 1886/3007 [00:24<00:14, 76.16it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 2 Train: 63%|██████▎ | 1895/3007 [00:24<00:14, 77.63it/s]
Epoch 2 Train: 63%|██████▎ | 1903/3007 [00:24<00:14, 77.49it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 2 Train: 64%|██████▎ | 1911/3007 [00:24<00:14, 77.63it/s]
Epoch 2 Train: 64%|██████▍ | 1920/3007 [00:24<00:13, 79.14it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 2 Train: 64%|██████▍ | 1929/3007 [00:24<00:13, 79.46it/s]
Epoch 2 Train: 64%|██████▍ | 1937/3007 [00:24<00:14, 72.42it/s]
torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 781]) torch.Size([4, 781]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 2 Train: 65%|██████▍ | 1945/3007 [00:24<00:14, 73.57it/s]
Epoch 2 Train: 65%|██████▍ | 1954/3007 [00:25<00:13, 76.15it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 2 Train: 65%|██████▌ | 1962/3007 [00:25<00:13, 77.19it/s]
Epoch 2 Train: 66%|██████▌ | 1971/3007 [00:25<00:13, 78.48it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 2 Train: 66%|██████▌ | 1980/3007 [00:25<00:13, 78.48it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 2 Train: 66%|██████▌ | 1988/3007 [00:25<00:13, 74.57it/s]
Epoch 2 Train: 66%|██████▋ | 1996/3007 [00:25<00:13, 74.54it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 411]) torch.Size([4, 411])
Epoch 2 Train: 67%|██████▋ | 2004/3007 [00:25<00:13, 74.72it/s]
Epoch 2 Train: 67%|██████▋ | 2012/3007 [00:25<00:13, 75.85it/s]
torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 67%|██████▋ | 2020/3007 [00:25<00:13, 74.69it/s]
Epoch 2 Train: 67%|██████▋ | 2029/3007 [00:26<00:12, 76.08it/s]
torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 391]) torch.Size([4, 391])
Epoch 2 Train: 68%|██████▊ | 2037/3007 [00:26<00:12, 76.70it/s]
Epoch 2 Train: 68%|██████▊ | 2046/3007 [00:26<00:12, 78.08it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 129]) torch.Size([4, 129])
Epoch 2 Train: 68%|██████▊ | 2054/3007 [00:26<00:12, 76.92it/s]
Epoch 2 Train: 69%|██████▊ | 2062/3007 [00:26<00:12, 74.54it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 589]) torch.Size([4, 589]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 2 Train: 69%|██████▉ | 2071/3007 [00:26<00:12, 76.77it/s]
Epoch 2 Train: 69%|██████▉ | 2079/3007 [00:26<00:12, 76.29it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 2 Train: 69%|██████▉ | 2087/3007 [00:26<00:11, 76.99it/s]
Epoch 2 Train: 70%|██████▉ | 2095/3007 [00:26<00:11, 77.71it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 2 Train: 70%|██████▉ | 2104/3007 [00:27<00:11, 76.91it/s]
Epoch 2 Train: 70%|███████ | 2112/3007 [00:27<00:12, 73.95it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 875]) torch.Size([4, 875]) torch.Size([4, 99]) torch.Size([4, 99]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 2 Train: 71%|███████ | 2120/3007 [00:27<00:11, 75.39it/s]
Epoch 2 Train: 71%|███████ | 2128/3007 [00:27<00:11, 76.46it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 2 Train: 71%|███████ | 2136/3007 [00:27<00:11, 73.38it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 2 Train: 71%|███████▏ | 2145/3007 [00:27<00:11, 76.52it/s]
Epoch 2 Train: 72%|███████▏ | 2153/3007 [00:27<00:11, 73.37it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 2 Train: 72%|███████▏ | 2161/3007 [00:27<00:11, 72.14it/s]
Epoch 2 Train: 72%|███████▏ | 2170/3007 [00:27<00:11, 74.90it/s]
torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 2 Train: 72%|███████▏ | 2178/3007 [00:28<00:10, 76.08it/s]
Epoch 2 Train: 73%|███████▎ | 2186/3007 [00:28<00:10, 75.80it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 162]) torch.Size([4, 162])
Epoch 2 Train: 73%|███████▎ | 2194/3007 [00:28<00:10, 76.05it/s]
Epoch 2 Train: 73%|███████▎ | 2203/3007 [00:28<00:10, 77.97it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 144]) torch.Size([4, 144])
Epoch 2 Train: 74%|███████▎ | 2211/3007 [00:28<00:10, 78.13it/s]
Epoch 2 Train: 74%|███████▍ | 2220/3007 [00:28<00:09, 80.03it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 2 Train: 74%|███████▍ | 2229/3007 [00:28<00:09, 80.74it/s]
Epoch 2 Train: 74%|███████▍ | 2238/3007 [00:28<00:09, 80.39it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 2 Train: 75%|███████▍ | 2247/3007 [00:28<00:09, 80.46it/s]
Epoch 2 Train: 75%|███████▌ | 2256/3007 [00:29<00:09, 78.96it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 2 Train: 75%|███████▌ | 2265/3007 [00:29<00:09, 80.44it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 622]) torch.Size([4, 622]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 2 Train: 76%|███████▌ | 2274/3007 [00:29<00:09, 77.98it/s]
Epoch 2 Train: 76%|███████▌ | 2282/3007 [00:29<00:09, 77.86it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 2 Train: 76%|███████▌ | 2290/3007 [00:29<00:09, 75.76it/s]
Epoch 2 Train: 76%|███████▋ | 2299/3007 [00:29<00:09, 76.48it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 174]) torch.Size([4, 174])
Epoch 2 Train: 77%|███████▋ | 2308/3007 [00:29<00:08, 77.69it/s]
Epoch 2 Train: 77%|███████▋ | 2317/3007 [00:29<00:08, 78.73it/s]
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 2 Train: 77%|███████▋ | 2325/3007 [00:29<00:08, 78.51it/s]
Epoch 2 Train: 78%|███████▊ | 2334/3007 [00:29<00:08, 79.36it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 2 Train: 78%|███████▊ | 2343/3007 [00:30<00:08, 80.95it/s]
Epoch 2 Train: 78%|███████▊ | 2352/3007 [00:30<00:08, 73.10it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 242]) torch.Size([4, 242])
Epoch 2 Train: 78%|███████▊ | 2360/3007 [00:30<00:08, 73.43it/s]
torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 528]) torch.Size([4, 528]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 847]) torch.Size([4, 847]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 2 Train: 79%|███████▊ | 2368/3007 [00:30<00:08, 71.80it/s]
Epoch 2 Train: 79%|███████▉ | 2377/3007 [00:30<00:08, 74.32it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 408]) torch.Size([4, 408])
Epoch 2 Train: 79%|███████▉ | 2385/3007 [00:30<00:08, 74.75it/s]
Epoch 2 Train: 80%|███████▉ | 2393/3007 [00:30<00:08, 75.01it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 565]) torch.Size([4, 565]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 121]) torch.Size([4, 121])
Epoch 2 Train: 80%|███████▉ | 2402/3007 [00:30<00:07, 76.99it/s]
Epoch 2 Train: 80%|████████ | 2410/3007 [00:31<00:07, 76.86it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 2 Train: 80%|████████ | 2419/3007 [00:31<00:07, 78.54it/s]
Epoch 2 Train: 81%|████████ | 2428/3007 [00:31<00:07, 79.32it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 442]) torch.Size([4, 442])
Epoch 2 Train: 81%|████████ | 2437/3007 [00:31<00:07, 79.33it/s]
Epoch 2 Train: 81%|████████▏ | 2445/3007 [00:31<00:07, 73.37it/s]
torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 156]) torch.Size([4, 156])
Epoch 2 Train: 82%|████████▏ | 2454/3007 [00:31<00:07, 74.97it/s]
Epoch 2 Train: 82%|████████▏ | 2462/3007 [00:31<00:07, 74.48it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 2 Train: 82%|████████▏ | 2470/3007 [00:31<00:07, 75.81it/s]
Epoch 2 Train: 82%|████████▏ | 2478/3007 [00:31<00:06, 75.65it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 443]) torch.Size([4, 443])
Epoch 2 Train: 83%|████████▎ | 2487/3007 [00:32<00:06, 76.45it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 403]) torch.Size([4, 403])
Epoch 2 Train: 83%|████████▎ | 2495/3007 [00:32<00:06, 75.92it/s]
Epoch 2 Train: 83%|████████▎ | 2503/3007 [00:32<00:06, 75.24it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 534]) torch.Size([4, 534])
Epoch 2 Train: 84%|████████▎ | 2511/3007 [00:32<00:06, 73.57it/s]
Epoch 2 Train: 84%|████████▍ | 2520/3007 [00:32<00:06, 76.16it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 2 Train: 84%|████████▍ | 2528/3007 [00:32<00:06, 72.21it/s]
Epoch 2 Train: 84%|████████▍ | 2536/3007 [00:32<00:06, 73.82it/s]
torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 2 Train: 85%|████████▍ | 2544/3007 [00:32<00:06, 73.81it/s]
Epoch 2 Train: 85%|████████▍ | 2552/3007 [00:32<00:06, 66.44it/s]
torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 2 Train: 85%|████████▌ | 2560/3007 [00:33<00:06, 68.76it/s]
torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 502]) torch.Size([4, 502])
Epoch 2 Train: 85%|████████▌ | 2568/3007 [00:33<00:06, 65.46it/s]
Epoch 2 Train: 86%|████████▌ | 2577/3007 [00:33<00:06, 70.80it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 2 Train: 86%|████████▌ | 2585/3007 [00:33<00:06, 69.03it/s]
Epoch 2 Train: 86%|████████▌ | 2593/3007 [00:33<00:05, 69.90it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 2 Train: 86%|████████▋ | 2601/3007 [00:33<00:05, 71.54it/s]
Epoch 2 Train: 87%|████████▋ | 2609/3007 [00:33<00:05, 69.12it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 197]) torch.Size([4, 197])
Epoch 2 Train: 87%|████████▋ | 2617/3007 [00:33<00:05, 70.28it/s]
Epoch 2 Train: 87%|████████▋ | 2625/3007 [00:33<00:05, 70.87it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 2 Train: 88%|████████▊ | 2633/3007 [00:34<00:05, 71.44it/s]
Epoch 2 Train: 88%|████████▊ | 2641/3007 [00:34<00:05, 72.44it/s]
torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 2 Train: 88%|████████▊ | 2649/3007 [00:34<00:04, 72.56it/s]
Epoch 2 Train: 88%|████████▊ | 2658/3007 [00:34<00:04, 74.09it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 101]) torch.Size([4, 101]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 2 Train: 89%|████████▊ | 2666/3007 [00:34<00:04, 73.58it/s]
Epoch 2 Train: 89%|████████▉ | 2674/3007 [00:34<00:04, 75.11it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 2 Train: 89%|████████▉ | 2682/3007 [00:34<00:04, 73.88it/s]
Epoch 2 Train: 89%|████████▉ | 2690/3007 [00:34<00:04, 73.65it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 2 Train: 90%|████████▉ | 2699/3007 [00:34<00:04, 76.36it/s]
torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 2 Train: 90%|█████████ | 2708/3007 [00:35<00:03, 77.58it/s]
Epoch 2 Train: 90%|█████████ | 2716/3007 [00:35<00:03, 77.51it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 2 Train: 91%|█████████ | 2724/3007 [00:35<00:03, 77.34it/s]
Epoch 2 Train: 91%|█████████ | 2732/3007 [00:35<00:03, 77.53it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 2 Train: 91%|█████████ | 2740/3007 [00:35<00:03, 76.35it/s]
Epoch 2 Train: 91%|█████████▏| 2748/3007 [00:35<00:03, 73.67it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 2 Train: 92%|█████████▏| 2756/3007 [00:35<00:03, 71.30it/s]
Epoch 2 Train: 92%|█████████▏| 2764/3007 [00:35<00:03, 71.09it/s]
torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 2 Train: 92%|█████████▏| 2772/3007 [00:35<00:03, 72.41it/s]
Epoch 2 Train: 92%|█████████▏| 2780/3007 [00:36<00:03, 70.42it/s]
torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 93%|█████████▎| 2788/3007 [00:36<00:03, 70.86it/s]
Epoch 2 Train: 93%|█████████▎| 2796/3007 [00:36<00:02, 72.40it/s]
torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 2 Train: 93%|█████████▎| 2804/3007 [00:36<00:02, 73.31it/s]
Epoch 2 Train: 94%|█████████▎| 2813/3007 [00:36<00:02, 75.63it/s]
torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 2 Train: 94%|█████████▍| 2821/3007 [00:36<00:02, 75.11it/s]
Epoch 2 Train: 94%|█████████▍| 2830/3007 [00:36<00:02, 76.74it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 94%|█████████▍| 2838/3007 [00:36<00:02, 75.22it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 740]) torch.Size([4, 740]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 2 Train: 95%|█████████▍| 2846/3007 [00:36<00:02, 75.97it/s]
Epoch 2 Train: 95%|█████████▍| 2854/3007 [00:37<00:02, 75.62it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 147]) torch.Size([4, 147])
Epoch 2 Train: 95%|█████████▌| 2862/3007 [00:37<00:01, 76.20it/s]
Epoch 2 Train: 95%|█████████▌| 2870/3007 [00:37<00:01, 76.61it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 2 Train: 96%|█████████▌| 2878/3007 [00:37<00:01, 74.44it/s]
Epoch 2 Train: 96%|█████████▌| 2886/3007 [00:37<00:01, 74.92it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 2 Train: 96%|█████████▌| 2894/3007 [00:37<00:01, 72.46it/s]
Epoch 2 Train: 97%|█████████▋| 2902/3007 [00:37<00:01, 71.14it/s]
torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 595]) torch.Size([4, 595]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 2 Train: 97%|█████████▋| 2910/3007 [00:37<00:01, 68.80it/s]
Epoch 2 Train: 97%|█████████▋| 2918/3007 [00:37<00:01, 71.24it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 2 Train: 97%|█████████▋| 2926/3007 [00:38<00:01, 72.41it/s]
Epoch 2 Train: 98%|█████████▊| 2934/3007 [00:38<00:00, 73.44it/s]
torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 2 Train: 98%|█████████▊| 2942/3007 [00:38<00:00, 73.51it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 2 Train: 98%|█████████▊| 2950/3007 [00:38<00:00, 67.06it/s]
Epoch 2 Train: 98%|█████████▊| 2958/3007 [00:38<00:00, 69.24it/s]
torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 2 Train: 99%|█████████▊| 2966/3007 [00:38<00:00, 70.49it/s]
Epoch 2 Train: 99%|█████████▉| 2974/3007 [00:38<00:00, 72.10it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 2 Train: 99%|█████████▉| 2983/3007 [00:38<00:00, 74.84it/s]
Epoch 2 Train: 99%|█████████▉| 2991/3007 [00:38<00:00, 72.89it/s]
torch.Size([4, 100]) torch.Size([4, 100]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 2 Train: 100%|█████████▉| 2999/3007 [00:39<00:00, 73.39it/s]
Epoch 2 Train: 100%|██████████| 3007/3007 [00:39<00:00, 68.41it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([2, 147]) torch.Size([2, 147])
Epoch 3 Train: 0%| | 0/3007 [00:00<?, ?it/s]
Epoch 3 Train: 0%| | 9/3007 [00:00<00:36, 81.94it/s]
torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 3 Train: 1%| | 18/3007 [00:00<00:37, 79.10it/s]
Epoch 3 Train: 1%| | 27/3007 [00:00<00:37, 79.88it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 3 Train: 1%| | 35/3007 [00:00<00:37, 79.08it/s]
Epoch 3 Train: 1%|▏ | 44/3007 [00:00<00:37, 79.37it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 167]) torch.Size([4, 167])
Epoch 3 Train: 2%|▏ | 53/3007 [00:00<00:36, 81.69it/s]
Epoch 3 Train: 2%|▏ | 62/3007 [00:00<00:35, 82.80it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 502]) torch.Size([4, 502])
Epoch 3 Train: 2%|▏ | 71/3007 [00:00<00:35, 82.59it/s]
Epoch 3 Train: 3%|▎ | 80/3007 [00:00<00:34, 83.95it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 3 Train: 3%|▎ | 89/3007 [00:01<00:35, 82.29it/s]
Epoch 3 Train: 3%|▎ | 98/3007 [00:01<00:36, 80.61it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 3 Train: 4%|▎ | 107/3007 [00:01<00:35, 82.14it/s]
Epoch 3 Train: 4%|▍ | 116/3007 [00:01<00:35, 81.57it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 392]) torch.Size([4, 392])
Epoch 3 Train: 4%|▍ | 125/3007 [00:01<00:35, 82.09it/s]
Epoch 3 Train: 4%|▍ | 134/3007 [00:01<00:35, 80.47it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 120]) torch.Size([4, 120])
Epoch 3 Train: 5%|▍ | 143/3007 [00:01<00:35, 81.00it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 121]) torch.Size([4, 121]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 502]) torch.Size([4, 502])
Epoch 3 Train: 5%|▌ | 152/3007 [00:01<00:35, 81.34it/s]
Epoch 3 Train: 5%|▌ | 161/3007 [00:01<00:36, 78.81it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 552]) torch.Size([4, 552]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 195]) torch.Size([4, 195])
Epoch 3 Train: 6%|▌ | 169/3007 [00:02<00:36, 78.27it/s]
Epoch 3 Train: 6%|▌ | 177/3007 [00:02<00:36, 78.51it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 471]) torch.Size([4, 471])
Epoch 3 Train: 6%|▌ | 186/3007 [00:02<00:35, 80.04it/s]
Epoch 3 Train: 6%|▋ | 195/3007 [00:02<00:34, 81.85it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 143]) torch.Size([4, 143])
Epoch 3 Train: 7%|▋ | 204/3007 [00:02<00:34, 80.70it/s]
Epoch 3 Train: 7%|▋ | 213/3007 [00:02<00:34, 80.47it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 571]) torch.Size([4, 571])
Epoch 3 Train: 7%|▋ | 222/3007 [00:02<00:34, 80.74it/s]
Epoch 3 Train: 8%|▊ | 231/3007 [00:02<00:34, 81.41it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 405]) torch.Size([4, 405])
Epoch 3 Train: 8%|▊ | 240/3007 [00:02<00:34, 81.23it/s]
Epoch 3 Train: 8%|▊ | 249/3007 [00:03<00:33, 82.56it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 9%|▊ | 258/3007 [00:03<00:33, 82.52it/s]
Epoch 3 Train: 9%|▉ | 267/3007 [00:03<00:33, 82.68it/s]
torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 3 Train: 9%|▉ | 276/3007 [00:03<00:33, 80.80it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 3 Train: 9%|▉ | 285/3007 [00:03<00:33, 81.50it/s]
Epoch 3 Train: 10%|▉ | 294/3007 [00:03<00:33, 80.02it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 730]) torch.Size([4, 730]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 426]) torch.Size([4, 426])
Epoch 3 Train: 10%|█ | 303/3007 [00:03<00:33, 80.20it/s]
Epoch 3 Train: 10%|█ | 312/3007 [00:03<00:32, 82.47it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 377]) torch.Size([4, 377])
Epoch 3 Train: 11%|█ | 321/3007 [00:03<00:33, 81.01it/s]
Epoch 3 Train: 11%|█ | 330/3007 [00:04<00:32, 81.90it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 3 Train: 11%|█▏ | 339/3007 [00:04<00:33, 79.69it/s]
Epoch 3 Train: 12%|█▏ | 348/3007 [00:04<00:32, 81.41it/s]
torch.Size([4, 796]) torch.Size([4, 796]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 3 Train: 12%|█▏ | 357/3007 [00:04<00:32, 81.28it/s]
Epoch 3 Train: 12%|█▏ | 366/3007 [00:04<00:32, 81.34it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 3 Train: 12%|█▏ | 375/3007 [00:04<00:32, 80.53it/s]
Epoch 3 Train: 13%|█▎ | 384/3007 [00:04<00:32, 79.71it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 697]) torch.Size([4, 697]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 622]) torch.Size([4, 622]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 3 Train: 13%|█▎ | 392/3007 [00:04<00:33, 78.48it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 13%|█▎ | 401/3007 [00:04<00:32, 79.71it/s]
Epoch 3 Train: 14%|█▎ | 409/3007 [00:05<00:32, 78.83it/s]
torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 3 Train: 14%|█▍ | 418/3007 [00:05<00:32, 80.37it/s]
Epoch 3 Train: 14%|█▍ | 427/3007 [00:05<00:31, 80.99it/s]
torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 781]) torch.Size([4, 781]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 3 Train: 14%|█▍ | 436/3007 [00:05<00:32, 78.95it/s]
Epoch 3 Train: 15%|█▍ | 444/3007 [00:05<00:32, 78.40it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 528]) torch.Size([4, 528]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 15%|█▌ | 452/3007 [00:05<00:32, 78.40it/s]
Epoch 3 Train: 15%|█▌ | 460/3007 [00:05<00:33, 76.96it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 3 Train: 16%|█▌ | 468/3007 [00:05<00:32, 77.15it/s]
Epoch 3 Train: 16%|█▌ | 477/3007 [00:05<00:32, 78.27it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 565]) torch.Size([4, 565]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 3 Train: 16%|█▌ | 485/3007 [00:06<00:32, 78.31it/s]
Epoch 3 Train: 16%|█▋ | 494/3007 [00:06<00:31, 80.55it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 3 Train: 17%|█▋ | 503/3007 [00:06<00:30, 81.24it/s]
Epoch 3 Train: 17%|█▋ | 512/3007 [00:06<00:30, 80.78it/s]
torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 3 Train: 17%|█▋ | 521/3007 [00:06<00:31, 80.15it/s]
Epoch 3 Train: 18%|█▊ | 530/3007 [00:06<00:30, 80.06it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 565]) torch.Size([4, 565])
Epoch 3 Train: 18%|█▊ | 539/3007 [00:06<00:30, 81.87it/s]
Epoch 3 Train: 18%|█▊ | 548/3007 [00:06<00:30, 81.87it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 3 Train: 19%|█▊ | 557/3007 [00:06<00:30, 81.06it/s]
torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 3 Train: 19%|█▉ | 566/3007 [00:07<00:30, 81.04it/s]
Epoch 3 Train: 19%|█▉ | 575/3007 [00:07<00:30, 79.35it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 3 Train: 19%|█▉ | 583/3007 [00:07<00:30, 78.30it/s]
Epoch 3 Train: 20%|█▉ | 591/3007 [00:07<00:31, 77.53it/s]
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 155]) torch.Size([4, 155])
Epoch 3 Train: 20%|█▉ | 600/3007 [00:07<00:30, 79.28it/s]
Epoch 3 Train: 20%|██ | 609/3007 [00:07<00:29, 80.53it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 3 Train: 21%|██ | 618/3007 [00:07<00:29, 81.21it/s]
Epoch 3 Train: 21%|██ | 627/3007 [00:07<00:29, 79.81it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 553]) torch.Size([4, 553]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 3 Train: 21%|██ | 635/3007 [00:07<00:29, 79.22it/s]
Epoch 3 Train: 21%|██▏ | 644/3007 [00:08<00:29, 79.71it/s]
torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 22%|██▏ | 652/3007 [00:08<00:29, 79.01it/s]
Epoch 3 Train: 22%|██▏ | 661/3007 [00:08<00:29, 80.52it/s]
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 3 Train: 22%|██▏ | 670/3007 [00:08<00:28, 82.30it/s]
Epoch 3 Train: 23%|██▎ | 679/3007 [00:08<00:28, 82.66it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 589]) torch.Size([4, 589]) torch.Size([4, 482]) torch.Size([4, 482])
Epoch 3 Train: 23%|██▎ | 688/3007 [00:08<00:28, 82.67it/s]
Epoch 3 Train: 23%|██▎ | 697/3007 [00:08<00:27, 83.46it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 23%|██▎ | 706/3007 [00:08<00:28, 82.11it/s]
Epoch 3 Train: 24%|██▍ | 715/3007 [00:08<00:28, 81.22it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 144]) torch.Size([4, 144])
Epoch 3 Train: 24%|██▍ | 724/3007 [00:08<00:28, 80.85it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 3 Train: 24%|██▍ | 733/3007 [00:09<00:28, 80.51it/s]
Epoch 3 Train: 25%|██▍ | 742/3007 [00:09<00:27, 81.03it/s]
torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 3 Train: 25%|██▍ | 751/3007 [00:09<00:27, 81.04it/s]
Epoch 3 Train: 25%|██▌ | 760/3007 [00:09<00:28, 80.09it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 733]) torch.Size([4, 733]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 3 Train: 26%|██▌ | 769/3007 [00:09<00:27, 80.01it/s]
Epoch 3 Train: 26%|██▌ | 778/3007 [00:09<00:28, 79.60it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 601]) torch.Size([4, 601]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 3 Train: 26%|██▌ | 786/3007 [00:09<00:27, 79.55it/s]
Epoch 3 Train: 26%|██▋ | 794/3007 [00:09<00:27, 79.21it/s]
torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 254]) torch.Size([4, 254])
Epoch 3 Train: 27%|██▋ | 803/3007 [00:09<00:27, 79.43it/s]
Epoch 3 Train: 27%|██▋ | 811/3007 [00:10<00:28, 78.01it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 3 Train: 27%|██▋ | 820/3007 [00:10<00:27, 78.41it/s]
Epoch 3 Train: 28%|██▊ | 828/3007 [00:10<00:28, 77.75it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 680]) torch.Size([4, 680]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 3 Train: 28%|██▊ | 836/3007 [00:10<00:27, 78.17it/s]
Epoch 3 Train: 28%|██▊ | 845/3007 [00:10<00:27, 80.05it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 28%|██▊ | 854/3007 [00:10<00:26, 81.10it/s]
Epoch 3 Train: 29%|██▊ | 863/3007 [00:10<00:26, 81.78it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 3 Train: 29%|██▉ | 872/3007 [00:10<00:26, 80.21it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 3 Train: 29%|██▉ | 881/3007 [00:10<00:26, 80.81it/s]
Epoch 3 Train: 30%|██▉ | 890/3007 [00:11<00:26, 80.09it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 387]) torch.Size([4, 387])
Epoch 3 Train: 30%|██▉ | 899/3007 [00:11<00:25, 81.81it/s]
Epoch 3 Train: 30%|███ | 908/3007 [00:11<00:25, 82.62it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 3 Train: 30%|███ | 917/3007 [00:11<00:25, 82.13it/s]
Epoch 3 Train: 31%|███ | 926/3007 [00:11<00:25, 81.14it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 491]) torch.Size([4, 491])
Epoch 3 Train: 31%|███ | 935/3007 [00:11<00:25, 80.64it/s]
Epoch 3 Train: 31%|███▏ | 944/3007 [00:11<00:25, 81.62it/s]
torch.Size([4, 585]) torch.Size([4, 585]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 3 Train: 32%|███▏ | 953/3007 [00:11<00:25, 79.73it/s]
Epoch 3 Train: 32%|███▏ | 962/3007 [00:11<00:25, 80.45it/s]
torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 3 Train: 32%|███▏ | 971/3007 [00:12<00:24, 81.94it/s]
Epoch 3 Train: 33%|███▎ | 980/3007 [00:12<00:24, 81.28it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 168]) torch.Size([4, 168])
Epoch 3 Train: 33%|███▎ | 989/3007 [00:12<00:24, 82.53it/s]
Epoch 3 Train: 33%|███▎ | 998/3007 [00:12<00:24, 82.11it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 581]) torch.Size([4, 581])
Epoch 3 Train: 33%|███▎ | 1007/3007 [00:12<00:25, 79.98it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 729]) torch.Size([4, 729]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 3 Train: 34%|███▍ | 1016/3007 [00:12<00:24, 81.67it/s]
Epoch 3 Train: 34%|███▍ | 1025/3007 [00:12<00:24, 80.98it/s]
torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 3 Train: 34%|███▍ | 1034/3007 [00:12<00:24, 79.34it/s]
Epoch 3 Train: 35%|███▍ | 1043/3007 [00:12<00:23, 81.86it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 108]) torch.Size([4, 108]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 462]) torch.Size([4, 462])
Epoch 3 Train: 35%|███▍ | 1052/3007 [00:13<00:23, 81.76it/s]
Epoch 3 Train: 35%|███▌ | 1061/3007 [00:13<00:23, 82.10it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 3 Train: 36%|███▌ | 1070/3007 [00:13<00:23, 81.79it/s]
Epoch 3 Train: 36%|███▌ | 1079/3007 [00:13<00:23, 82.94it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 413]) torch.Size([4, 413])
Epoch 3 Train: 36%|███▌ | 1088/3007 [00:13<00:23, 80.75it/s]
Epoch 3 Train: 36%|███▋ | 1097/3007 [00:13<00:24, 77.22it/s]
torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 411]) torch.Size([4, 411])
Epoch 3 Train: 37%|███▋ | 1105/3007 [00:13<00:24, 77.90it/s]
Epoch 3 Train: 37%|███▋ | 1114/3007 [00:13<00:23, 78.89it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 3 Train: 37%|███▋ | 1122/3007 [00:13<00:23, 78.87it/s]
Epoch 3 Train: 38%|███▊ | 1131/3007 [00:14<00:23, 79.78it/s]
torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 3 Train: 38%|███▊ | 1140/3007 [00:14<00:23, 80.58it/s]
Epoch 3 Train: 38%|███▊ | 1149/3007 [00:14<00:22, 81.11it/s]
torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 39%|███▊ | 1158/3007 [00:14<00:22, 81.60it/s]
Epoch 3 Train: 39%|███▉ | 1167/3007 [00:14<00:22, 81.83it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 105]) torch.Size([4, 105]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 3 Train: 39%|███▉ | 1176/3007 [00:14<00:22, 81.26it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 3 Train: 39%|███▉ | 1185/3007 [00:14<00:22, 82.04it/s]
Epoch 3 Train: 40%|███▉ | 1194/3007 [00:14<00:22, 80.98it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 101]) torch.Size([4, 101]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 40%|████ | 1203/3007 [00:14<00:22, 79.87it/s]
Epoch 3 Train: 40%|████ | 1211/3007 [00:15<00:22, 78.88it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 401]) torch.Size([4, 401])
Epoch 3 Train: 41%|████ | 1219/3007 [00:15<00:22, 79.03it/s]
Epoch 3 Train: 41%|████ | 1227/3007 [00:15<00:22, 79.20it/s]
torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 415]) torch.Size([4, 415])
Epoch 3 Train: 41%|████ | 1236/3007 [00:15<00:22, 80.20it/s]
Epoch 3 Train: 41%|████▏ | 1245/3007 [00:15<00:22, 78.71it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 797]) torch.Size([4, 797]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 319]) torch.Size([4, 319])
Epoch 3 Train: 42%|████▏ | 1254/3007 [00:15<00:22, 79.34it/s]
Epoch 3 Train: 42%|████▏ | 1262/3007 [00:15<00:21, 79.32it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 3 Train: 42%|████▏ | 1271/3007 [00:15<00:21, 80.02it/s]
Epoch 3 Train: 43%|████▎ | 1280/3007 [00:15<00:21, 80.77it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 578]) torch.Size([4, 578]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 3 Train: 43%|████▎ | 1289/3007 [00:16<00:20, 82.74it/s]
Epoch 3 Train: 43%|████▎ | 1298/3007 [00:16<00:20, 81.55it/s]
torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 3 Train: 43%|████▎ | 1307/3007 [00:16<00:21, 80.58it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 847]) torch.Size([4, 847]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 3 Train: 44%|████▍ | 1316/3007 [00:16<00:21, 79.06it/s]
Epoch 3 Train: 44%|████▍ | 1325/3007 [00:16<00:20, 80.13it/s]
torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 3 Train: 44%|████▍ | 1334/3007 [00:16<00:20, 79.99it/s]
Epoch 3 Train: 45%|████▍ | 1343/3007 [00:16<00:20, 81.42it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 3 Train: 45%|████▍ | 1352/3007 [00:16<00:20, 81.12it/s]
Epoch 3 Train: 45%|████▌ | 1361/3007 [00:16<00:19, 82.32it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 724]) torch.Size([4, 724]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 3 Train: 46%|████▌ | 1370/3007 [00:17<00:20, 79.94it/s]
Epoch 3 Train: 46%|████▌ | 1379/3007 [00:17<00:20, 79.68it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 561]) torch.Size([4, 561]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 3 Train: 46%|████▌ | 1388/3007 [00:17<00:20, 80.22it/s]
Epoch 3 Train: 46%|████▋ | 1397/3007 [00:17<00:20, 80.43it/s]
torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 614]) torch.Size([4, 614]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 474]) torch.Size([4, 474])
Epoch 3 Train: 47%|████▋ | 1406/3007 [00:17<00:19, 80.42it/s]
torch.Size([4, 647]) torch.Size([4, 647]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 739]) torch.Size([4, 739])
Epoch 3 Train: 47%|████▋ | 1415/3007 [00:17<00:20, 77.63it/s]
Epoch 3 Train: 47%|████▋ | 1424/3007 [00:17<00:20, 78.10it/s]
torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 3 Train: 48%|████▊ | 1432/3007 [00:17<00:20, 76.35it/s]
Epoch 3 Train: 48%|████▊ | 1441/3007 [00:17<00:20, 78.09it/s]
torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 48%|████▊ | 1450/3007 [00:18<00:19, 79.27it/s]
Epoch 3 Train: 49%|████▊ | 1459/3007 [00:18<00:19, 80.11it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 366]) torch.Size([4, 366])
Epoch 3 Train: 49%|████▉ | 1468/3007 [00:18<00:19, 80.38it/s]
Epoch 3 Train: 49%|████▉ | 1477/3007 [00:18<00:19, 79.64it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 49%|████▉ | 1486/3007 [00:18<00:18, 80.23it/s]
Epoch 3 Train: 50%|████▉ | 1495/3007 [00:18<00:19, 77.85it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 3 Train: 50%|████▉ | 1503/3007 [00:18<00:19, 76.33it/s]
Epoch 3 Train: 50%|█████ | 1512/3007 [00:18<00:19, 77.79it/s]
torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 418]) torch.Size([4, 418])
Epoch 3 Train: 51%|█████ | 1520/3007 [00:18<00:19, 78.16it/s]
Epoch 3 Train: 51%|█████ | 1528/3007 [00:19<00:18, 78.10it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 148]) torch.Size([4, 148])
Epoch 3 Train: 51%|█████ | 1536/3007 [00:19<00:18, 78.26it/s]
Epoch 3 Train: 51%|█████▏ | 1545/3007 [00:19<00:18, 79.14it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 573]) torch.Size([4, 573]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 451]) torch.Size([4, 451])
Epoch 3 Train: 52%|█████▏ | 1553/3007 [00:19<00:18, 78.44it/s]
Epoch 3 Train: 52%|█████▏ | 1562/3007 [00:19<00:18, 79.86it/s]
torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 52%|█████▏ | 1571/3007 [00:19<00:17, 79.90it/s]
Epoch 3 Train: 53%|█████▎ | 1579/3007 [00:19<00:18, 78.17it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 875]) torch.Size([4, 875]) torch.Size([4, 413]) torch.Size([4, 413])
Epoch 3 Train: 53%|█████▎ | 1587/3007 [00:19<00:18, 77.85it/s]
Epoch 3 Train: 53%|█████▎ | 1596/3007 [00:19<00:17, 79.99it/s]
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 93]) torch.Size([4, 93]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 336]) torch.Size([4, 336])
Epoch 3 Train: 53%|█████▎ | 1604/3007 [00:19<00:17, 79.58it/s]
Epoch 3 Train: 54%|█████▎ | 1613/3007 [00:20<00:17, 80.38it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 3 Train: 54%|█████▍ | 1622/3007 [00:20<00:17, 80.50it/s]
torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 566]) torch.Size([4, 566]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 3 Train: 54%|█████▍ | 1631/3007 [00:20<00:17, 80.39it/s]
Epoch 3 Train: 55%|█████▍ | 1640/3007 [00:20<00:16, 81.50it/s]
torch.Size([4, 595]) torch.Size([4, 595]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 141]) torch.Size([4, 141])
Epoch 3 Train: 55%|█████▍ | 1649/3007 [00:20<00:19, 70.86it/s]
Epoch 3 Train: 55%|█████▌ | 1657/3007 [00:20<00:18, 72.65it/s]
torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 740]) torch.Size([4, 740]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 173]) torch.Size([4, 173])
Epoch 3 Train: 55%|█████▌ | 1666/3007 [00:20<00:17, 75.12it/s]
Epoch 3 Train: 56%|█████▌ | 1674/3007 [00:20<00:17, 76.34it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 154]) torch.Size([4, 154])
Epoch 3 Train: 56%|█████▌ | 1683/3007 [00:21<00:17, 77.62it/s]
Epoch 3 Train: 56%|█████▌ | 1691/3007 [00:21<00:16, 78.14it/s]
torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 3 Train: 57%|█████▋ | 1700/3007 [00:21<00:16, 78.82it/s]
Epoch 3 Train: 57%|█████▋ | 1709/3007 [00:21<00:16, 79.68it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 224]) torch.Size([4, 224])
Epoch 3 Train: 57%|█████▋ | 1717/3007 [00:21<00:16, 78.82it/s]
Epoch 3 Train: 57%|█████▋ | 1725/3007 [00:21<00:16, 79.15it/s]
torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 58%|█████▊ | 1733/3007 [00:21<00:16, 79.39it/s]
Epoch 3 Train: 58%|█████▊ | 1742/3007 [00:21<00:15, 80.04it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 3 Train: 58%|█████▊ | 1751/3007 [00:21<00:15, 78.97it/s]
Epoch 3 Train: 58%|█████▊ | 1759/3007 [00:21<00:15, 78.65it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 473]) torch.Size([4, 473])
Epoch 3 Train: 59%|█████▉ | 1767/3007 [00:22<00:15, 78.80it/s]
Epoch 3 Train: 59%|█████▉ | 1776/3007 [00:22<00:15, 80.08it/s]
torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 3 Train: 59%|█████▉ | 1785/3007 [00:22<00:15, 81.33it/s]
Epoch 3 Train: 60%|█████▉ | 1794/3007 [00:22<00:15, 79.85it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 3 Train: 60%|█████▉ | 1802/3007 [00:22<00:15, 78.51it/s]
Epoch 3 Train: 60%|██████ | 1811/3007 [00:22<00:15, 79.32it/s]
torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 103]) torch.Size([4, 103]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 3 Train: 60%|██████ | 1819/3007 [00:22<00:15, 78.81it/s]
Epoch 3 Train: 61%|██████ | 1827/3007 [00:22<00:14, 79.11it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 61%|██████ | 1835/3007 [00:22<00:14, 79.21it/s]
Epoch 3 Train: 61%|██████▏ | 1844/3007 [00:23<00:14, 79.57it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 480]) torch.Size([4, 480])
Epoch 3 Train: 62%|██████▏ | 1852/3007 [00:23<00:14, 77.91it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 508]) torch.Size([4, 508]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 454]) torch.Size([4, 454])
Epoch 3 Train: 62%|██████▏ | 1861/3007 [00:23<00:14, 79.22it/s]
Epoch 3 Train: 62%|██████▏ | 1870/3007 [00:23<00:14, 80.33it/s]
torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 3 Train: 62%|██████▏ | 1879/3007 [00:23<00:13, 82.36it/s]
Epoch 3 Train: 63%|██████▎ | 1888/3007 [00:23<00:13, 81.45it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 3 Train: 63%|██████▎ | 1897/3007 [00:23<00:13, 81.71it/s]
Epoch 3 Train: 63%|██████▎ | 1906/3007 [00:23<00:13, 81.30it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 3 Train: 64%|██████▎ | 1915/3007 [00:23<00:13, 80.44it/s]
Epoch 3 Train: 64%|██████▍ | 1924/3007 [00:24<00:13, 77.51it/s]
torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 64%|██████▍ | 1932/3007 [00:24<00:13, 77.06it/s]
Epoch 3 Train: 65%|██████▍ | 1940/3007 [00:24<00:13, 77.11it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 573]) torch.Size([4, 573])
Epoch 3 Train: 65%|██████▍ | 1948/3007 [00:24<00:13, 77.70it/s]
Epoch 3 Train: 65%|██████▌ | 1956/3007 [00:24<00:13, 76.54it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 231]) torch.Size([4, 231])
Epoch 3 Train: 65%|██████▌ | 1964/3007 [00:24<00:13, 75.67it/s]
Epoch 3 Train: 66%|██████▌ | 1972/3007 [00:24<00:13, 75.98it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 642]) torch.Size([4, 642]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 3 Train: 66%|██████▌ | 1980/3007 [00:24<00:13, 75.63it/s]
Epoch 3 Train: 66%|██████▌ | 1989/3007 [00:24<00:13, 77.46it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 439]) torch.Size([4, 439])
Epoch 3 Train: 66%|██████▋ | 1997/3007 [00:25<00:13, 75.43it/s]
Epoch 3 Train: 67%|██████▋ | 2005/3007 [00:25<00:13, 75.27it/s]
torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 3 Train: 67%|██████▋ | 2013/3007 [00:25<00:13, 75.77it/s]
Epoch 3 Train: 67%|██████▋ | 2021/3007 [00:25<00:12, 76.34it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 305]) torch.Size([4, 305])
Epoch 3 Train: 67%|██████▋ | 2029/3007 [00:25<00:12, 76.40it/s]
Epoch 3 Train: 68%|██████▊ | 2038/3007 [00:25<00:12, 78.10it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 438]) torch.Size([4, 438]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 102]) torch.Size([4, 102]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 107]) torch.Size([4, 107])
Epoch 3 Train: 68%|██████▊ | 2046/3007 [00:25<00:12, 78.05it/s]
Epoch 3 Train: 68%|██████▊ | 2055/3007 [00:25<00:12, 78.67it/s]
torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 511]) torch.Size([4, 511]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 148]) torch.Size([4, 148])
Epoch 3 Train: 69%|██████▊ | 2063/3007 [00:25<00:12, 77.58it/s]
Epoch 3 Train: 69%|██████▉ | 2072/3007 [00:25<00:11, 79.00it/s]
torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 654]) torch.Size([4, 654]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 3 Train: 69%|██████▉ | 2080/3007 [00:26<00:11, 77.87it/s]
Epoch 3 Train: 69%|██████▉ | 2088/3007 [00:26<00:11, 78.27it/s]
torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 3 Train: 70%|██████▉ | 2096/3007 [00:26<00:11, 76.24it/s]
Epoch 3 Train: 70%|███████ | 2105/3007 [00:26<00:11, 78.58it/s]
torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 3 Train: 70%|███████ | 2113/3007 [00:26<00:11, 75.22it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 3 Train: 71%|███████ | 2122/3007 [00:26<00:11, 76.84it/s]
Epoch 3 Train: 71%|███████ | 2131/3007 [00:26<00:11, 77.79it/s]
torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 3 Train: 71%|███████ | 2139/3007 [00:26<00:11, 76.86it/s]
Epoch 3 Train: 71%|███████▏ | 2147/3007 [00:26<00:11, 76.06it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 3 Train: 72%|███████▏ | 2155/3007 [00:27<00:11, 73.64it/s]
Epoch 3 Train: 72%|███████▏ | 2163/3007 [00:27<00:11, 73.14it/s]
torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 3 Train: 72%|███████▏ | 2171/3007 [00:27<00:12, 67.85it/s]
Epoch 3 Train: 72%|███████▏ | 2179/3007 [00:27<00:11, 69.62it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 3 Train: 73%|███████▎ | 2187/3007 [00:27<00:11, 71.65it/s]
Epoch 3 Train: 73%|███████▎ | 2195/3007 [00:27<00:11, 72.84it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 3 Train: 73%|███████▎ | 2203/3007 [00:27<00:10, 74.13it/s]
Epoch 3 Train: 74%|███████▎ | 2212/3007 [00:27<00:10, 77.80it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 3 Train: 74%|███████▍ | 2220/3007 [00:27<00:10, 78.13it/s]
Epoch 3 Train: 74%|███████▍ | 2228/3007 [00:28<00:09, 77.97it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 3 Train: 74%|███████▍ | 2236/3007 [00:28<00:09, 77.48it/s]
Epoch 3 Train: 75%|███████▍ | 2244/3007 [00:28<00:10, 76.09it/s]
torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 216]) torch.Size([4, 216])
Epoch 3 Train: 75%|███████▍ | 2252/3007 [00:28<00:09, 77.13it/s]
Epoch 3 Train: 75%|███████▌ | 2260/3007 [00:28<00:09, 76.75it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 3 Train: 75%|███████▌ | 2268/3007 [00:28<00:09, 77.58it/s]
Epoch 3 Train: 76%|███████▌ | 2276/3007 [00:28<00:09, 77.21it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 76%|███████▌ | 2284/3007 [00:28<00:09, 76.54it/s]
Epoch 3 Train: 76%|███████▌ | 2292/3007 [00:28<00:09, 76.47it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 3 Train: 76%|███████▋ | 2300/3007 [00:28<00:09, 75.64it/s]
Epoch 3 Train: 77%|███████▋ | 2308/3007 [00:29<00:09, 75.16it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 197]) torch.Size([4, 197])
Epoch 3 Train: 77%|███████▋ | 2317/3007 [00:29<00:08, 76.92it/s]
torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 3 Train: 77%|███████▋ | 2325/3007 [00:29<00:09, 74.32it/s]
Epoch 3 Train: 78%|███████▊ | 2333/3007 [00:29<00:08, 75.44it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 3 Train: 78%|███████▊ | 2341/3007 [00:29<00:08, 76.32it/s]
Epoch 3 Train: 78%|███████▊ | 2349/3007 [00:29<00:08, 76.61it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 3 Train: 78%|███████▊ | 2357/3007 [00:29<00:08, 77.17it/s]
Epoch 3 Train: 79%|███████▊ | 2365/3007 [00:29<00:08, 72.26it/s]
torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 234]) torch.Size([4, 234])
Epoch 3 Train: 79%|███████▉ | 2373/3007 [00:29<00:08, 73.61it/s]
Epoch 3 Train: 79%|███████▉ | 2381/3007 [00:30<00:08, 74.75it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 321]) torch.Size([4, 321])
Epoch 3 Train: 79%|███████▉ | 2389/3007 [00:30<00:08, 74.23it/s]
Epoch 3 Train: 80%|███████▉ | 2397/3007 [00:30<00:08, 74.40it/s]
torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 3 Train: 80%|███████▉ | 2405/3007 [00:30<00:08, 72.22it/s]
Epoch 3 Train: 80%|████████ | 2413/3007 [00:30<00:08, 71.98it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 3 Train: 81%|████████ | 2421/3007 [00:30<00:07, 73.77it/s]
Epoch 3 Train: 81%|████████ | 2429/3007 [00:30<00:07, 75.39it/s]
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 725]) torch.Size([4, 725]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 3 Train: 81%|████████ | 2437/3007 [00:30<00:07, 76.20it/s]
Epoch 3 Train: 81%|████████▏ | 2445/3007 [00:30<00:07, 76.54it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 178]) torch.Size([4, 178])
Epoch 3 Train: 82%|████████▏ | 2453/3007 [00:31<00:07, 76.16it/s]
Epoch 3 Train: 82%|████████▏ | 2461/3007 [00:31<00:07, 73.85it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 488]) torch.Size([4, 488])
Epoch 3 Train: 82%|████████▏ | 2469/3007 [00:31<00:07, 74.04it/s]
Epoch 3 Train: 82%|████████▏ | 2477/3007 [00:31<00:07, 74.71it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 412]) torch.Size([4, 412])
Epoch 3 Train: 83%|████████▎ | 2485/3007 [00:31<00:07, 74.37it/s]
Epoch 3 Train: 83%|████████▎ | 2493/3007 [00:31<00:06, 74.67it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 214]) torch.Size([4, 214])
Epoch 3 Train: 83%|████████▎ | 2501/3007 [00:31<00:06, 75.25it/s]
Epoch 3 Train: 83%|████████▎ | 2510/3007 [00:31<00:06, 77.53it/s]
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 108]) torch.Size([4, 108]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 3 Train: 84%|████████▎ | 2518/3007 [00:31<00:06, 77.31it/s]
Epoch 3 Train: 84%|████████▍ | 2526/3007 [00:31<00:06, 76.84it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 3 Train: 84%|████████▍ | 2534/3007 [00:32<00:06, 75.58it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 883]) torch.Size([4, 883]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 3 Train: 85%|████████▍ | 2542/3007 [00:32<00:06, 73.39it/s]
Epoch 3 Train: 85%|████████▍ | 2550/3007 [00:32<00:06, 74.29it/s]
Epoch 3 Train: 85%|████████▌ | 2558/3007 [00:32<00:05, 74.90it/s]
torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 558]) torch.Size([4, 558])
Epoch 3 Train: 85%|████████▌ | 2566/3007 [00:32<00:06, 68.56it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 86%|████████▌ | 2574/3007 [00:32<00:06, 70.19it/s]
Epoch 3 Train: 86%|████████▌ | 2582/3007 [00:32<00:06, 62.47it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 3 Train: 86%|████████▌ | 2590/3007 [00:32<00:06, 65.80it/s]
Epoch 3 Train: 86%|████████▋ | 2598/3007 [00:33<00:05, 69.19it/s]
torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 392]) torch.Size([4, 392])
Epoch 3 Train: 87%|████████▋ | 2606/3007 [00:33<00:05, 71.83it/s]
Epoch 3 Train: 87%|████████▋ | 2615/3007 [00:33<00:05, 74.55it/s]
torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 201]) torch.Size([4, 201])
Epoch 3 Train: 87%|████████▋ | 2623/3007 [00:33<00:05, 75.72it/s]
Epoch 3 Train: 87%|████████▋ | 2631/3007 [00:33<00:05, 75.07it/s]
torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 3 Train: 88%|████████▊ | 2640/3007 [00:33<00:04, 77.52it/s]
torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 3 Train: 88%|████████▊ | 2649/3007 [00:33<00:04, 78.36it/s]
Epoch 3 Train: 88%|████████▊ | 2657/3007 [00:33<00:04, 77.79it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 457]) torch.Size([4, 457])
Epoch 3 Train: 89%|████████▊ | 2665/3007 [00:33<00:04, 77.35it/s]
Epoch 3 Train: 89%|████████▉ | 2673/3007 [00:34<00:04, 71.38it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 3 Train: 89%|████████▉ | 2681/3007 [00:34<00:04, 72.10it/s]
Epoch 3 Train: 89%|████████▉ | 2689/3007 [00:34<00:04, 73.20it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 109]) torch.Size([4, 109]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 3 Train: 90%|████████▉ | 2697/3007 [00:34<00:04, 71.87it/s]
Epoch 3 Train: 90%|████████▉ | 2705/3007 [00:34<00:04, 72.54it/s]
torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 3 Train: 90%|█████████ | 2713/3007 [00:34<00:04, 71.67it/s]
Epoch 3 Train: 90%|█████████ | 2721/3007 [00:34<00:03, 72.38it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 3 Train: 91%|█████████ | 2729/3007 [00:34<00:03, 71.91it/s]
Epoch 3 Train: 91%|█████████ | 2737/3007 [00:34<00:03, 72.80it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 3 Train: 91%|█████████▏| 2745/3007 [00:35<00:03, 73.11it/s]
Epoch 3 Train: 92%|█████████▏| 2753/3007 [00:35<00:03, 72.22it/s]
torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 624]) torch.Size([4, 624]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 3 Train: 92%|█████████▏| 2761/3007 [00:35<00:03, 73.42it/s]
Epoch 3 Train: 92%|█████████▏| 2769/3007 [00:35<00:03, 74.02it/s]
torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 218]) torch.Size([4, 218])
Epoch 3 Train: 92%|█████████▏| 2777/3007 [00:35<00:03, 75.04it/s]
torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 3 Train: 93%|█████████▎| 2785/3007 [00:35<00:03, 69.96it/s]
Epoch 3 Train: 93%|█████████▎| 2793/3007 [00:35<00:03, 68.87it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 3 Train: 93%|█████████▎| 2801/3007 [00:35<00:02, 69.47it/s]
Epoch 3 Train: 93%|█████████▎| 2809/3007 [00:35<00:02, 70.38it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 862]) torch.Size([4, 862]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 3 Train: 94%|█████████▎| 2817/3007 [00:36<00:02, 69.02it/s]
Epoch 3 Train: 94%|█████████▍| 2825/3007 [00:36<00:02, 69.90it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 509]) torch.Size([4, 509]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 3 Train: 94%|█████████▍| 2833/3007 [00:36<00:02, 70.59it/s]
Epoch 3 Train: 94%|█████████▍| 2841/3007 [00:36<00:02, 70.71it/s]
torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 214]) torch.Size([4, 214])
Epoch 3 Train: 95%|█████████▍| 2850/3007 [00:36<00:02, 74.72it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 510]) torch.Size([4, 510])
Epoch 3 Train: 95%|█████████▌| 2858/3007 [00:36<00:02, 70.28it/s]
Epoch 3 Train: 95%|█████████▌| 2866/3007 [00:36<00:01, 70.82it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 425]) torch.Size([4, 425])
Epoch 3 Train: 96%|█████████▌| 2874/3007 [00:36<00:01, 73.02it/s]
Epoch 3 Train: 96%|█████████▌| 2882/3007 [00:36<00:01, 71.79it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 96%|█████████▌| 2890/3007 [00:37<00:01, 72.41it/s]
Epoch 3 Train: 96%|█████████▋| 2898/3007 [00:37<00:01, 73.84it/s]
torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 3 Train: 97%|█████████▋| 2906/3007 [00:37<00:01, 74.87it/s]
Epoch 3 Train: 97%|█████████▋| 2914/3007 [00:37<00:01, 75.32it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 457]) torch.Size([4, 457])
Epoch 3 Train: 97%|█████████▋| 2923/3007 [00:37<00:01, 77.07it/s]
Epoch 3 Train: 97%|█████████▋| 2931/3007 [00:37<00:01, 73.73it/s]
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 825]) torch.Size([4, 825]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 810]) torch.Size([4, 810]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 3 Train: 98%|█████████▊| 2939/3007 [00:37<00:00, 73.94it/s]
Epoch 3 Train: 98%|█████████▊| 2947/3007 [00:37<00:00, 71.40it/s]
torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 736]) torch.Size([4, 736]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 184]) torch.Size([4, 184])
Epoch 3 Train: 98%|█████████▊| 2955/3007 [00:37<00:00, 73.47it/s]
Epoch 3 Train: 99%|█████████▊| 2963/3007 [00:38<00:00, 75.07it/s]
torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 3 Train: 99%|█████████▉| 2971/3007 [00:38<00:00, 69.61it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 99%|█████████▉| 2979/3007 [00:38<00:00, 67.62it/s]
Epoch 3 Train: 99%|█████████▉| 2987/3007 [00:38<00:00, 70.55it/s]
torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 3 Train: 100%|█████████▉| 2995/3007 [00:38<00:00, 66.04it/s]
Epoch 3 Train: 100%|█████████▉| 3002/3007 [00:38<00:00, 65.62it/s]
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 572]) torch.Size([4, 572]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 222]) torch.Size([4, 222])
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([2, 500]) torch.Size([2, 500])
Validating Fold 0: 0%| | 0/818 [00:00<?, ?it/s]
Validating Fold 0: 1%| | 7/818 [00:00<00:11, 69.27it/s]
Validating Fold 0: 2%|▏ | 14/818 [00:00<00:12, 63.74it/s]
Validating Fold 0: 3%|▎ | 21/818 [00:00<00:12, 61.96it/s]
Validating Fold 0: 3%|▎ | 28/818 [00:00<00:15, 52.53it/s]
Validating Fold 0: 4%|▍ | 34/818 [00:00<00:14, 54.57it/s]
Validating Fold 0: 5%|▍ | 40/818 [00:00<00:14, 52.39it/s]
Validating Fold 0: 6%|▌ | 48/818 [00:00<00:13, 58.73it/s]
Validating Fold 0: 7%|▋ | 56/818 [00:00<00:12, 62.80it/s]
Validating Fold 0: 8%|▊ | 63/818 [00:01<00:14, 52.78it/s]
Validating Fold 0: 8%|▊ | 69/818 [00:01<00:14, 51.59it/s]
Validating Fold 0: 9%|▉ | 75/818 [00:01<00:14, 51.05it/s]
Validating Fold 0: 10%|▉ | 81/818 [00:01<00:14, 51.75it/s]
Validating Fold 0: 11%|█ | 87/818 [00:01<00:14, 49.16it/s]
Validating Fold 0: 12%|█▏ | 96/818 [00:01<00:12, 58.44it/s]
Validating Fold 0: 13%|█▎ | 105/818 [00:01<00:11, 64.19it/s]
Validating Fold 0: 14%|█▎ | 112/818 [00:01<00:10, 64.63it/s]
Validating Fold 0: 15%|█▍ | 119/818 [00:02<00:12, 57.62it/s]
Validating Fold 0: 15%|█▌ | 126/818 [00:02<00:12, 57.36it/s]
Validating Fold 0: 16%|█▋ | 134/818 [00:02<00:11, 61.57it/s]
Validating Fold 0: 17%|█▋ | 141/818 [00:02<00:12, 56.40it/s]
Validating Fold 0: 18%|█▊ | 148/818 [00:02<00:11, 57.83it/s]
Validating Fold 0: 19%|█▉ | 154/818 [00:02<00:11, 56.02it/s]
Validating Fold 0: 20%|█▉ | 160/818 [00:02<00:11, 55.80it/s]
Validating Fold 0: 20%|██ | 167/818 [00:02<00:10, 59.20it/s]
Validating Fold 0: 21%|██ | 173/818 [00:03<00:11, 54.39it/s]
Validating Fold 0: 22%|██▏ | 181/818 [00:03<00:10, 59.79it/s]
Validating Fold 0: 23%|██▎ | 189/818 [00:03<00:09, 63.55it/s]
Validating Fold 0: 24%|██▍ | 197/818 [00:03<00:09, 67.29it/s]
Validating Fold 0: 25%|██▍ | 204/818 [00:03<00:10, 60.79it/s]
Validating Fold 0: 26%|██▌ | 212/818 [00:03<00:09, 64.92it/s]
Validating Fold 0: 27%|██▋ | 220/818 [00:03<00:08, 66.61it/s]
Validating Fold 0: 28%|██▊ | 227/818 [00:03<00:10, 58.23it/s]
Validating Fold 0: 29%|██▊ | 234/818 [00:04<00:10, 54.73it/s]
Validating Fold 0: 30%|██▉ | 243/818 [00:04<00:09, 60.92it/s]
Validating Fold 0: 31%|███ | 253/818 [00:04<00:08, 69.61it/s]
Validating Fold 0: 32%|███▏ | 262/818 [00:04<00:07, 71.30it/s]
Validating Fold 0: 33%|███▎ | 270/818 [00:04<00:08, 65.05it/s]
Validating Fold 0: 34%|███▍ | 277/818 [00:04<00:08, 63.41it/s]
Validating Fold 0: 35%|███▍ | 284/818 [00:04<00:08, 62.95it/s]
Validating Fold 0: 36%|███▌ | 291/818 [00:04<00:09, 57.77it/s]
Validating Fold 0: 36%|███▋ | 297/818 [00:05<00:09, 57.18it/s]
Validating Fold 0: 37%|███▋ | 303/818 [00:05<00:09, 56.49it/s]
Validating Fold 0: 38%|███▊ | 309/818 [00:05<00:09, 55.68it/s]
Validating Fold 0: 39%|███▉ | 317/818 [00:05<00:08, 60.21it/s]
Validating Fold 0: 40%|███▉ | 326/818 [00:05<00:07, 67.34it/s]
Validating Fold 0: 41%|████ | 334/818 [00:05<00:06, 70.57it/s]
Validating Fold 0: 42%|████▏ | 344/818 [00:05<00:06, 77.80it/s]
Validating Fold 0: 43%|████▎ | 352/818 [00:05<00:06, 72.00it/s]
Validating Fold 0: 44%|████▍ | 361/818 [00:05<00:06, 75.78it/s]
Validating Fold 0: 45%|████▌ | 369/818 [00:06<00:05, 75.43it/s]
Validating Fold 0: 46%|████▌ | 377/818 [00:06<00:07, 58.81it/s]
Validating Fold 0: 47%|████▋ | 386/818 [00:06<00:06, 65.67it/s]
Validating Fold 0: 48%|████▊ | 394/818 [00:06<00:06, 66.71it/s]
Validating Fold 0: 49%|████▉ | 402/818 [00:06<00:06, 65.83it/s]
Validating Fold 0: 50%|█████ | 409/818 [00:06<00:06, 65.79it/s]
Validating Fold 0: 51%|█████ | 418/818 [00:06<00:05, 69.03it/s]
Validating Fold 0: 52%|█████▏ | 426/818 [00:06<00:05, 70.61it/s]
Validating Fold 0: 53%|█████▎ | 434/818 [00:07<00:05, 72.25it/s]
Validating Fold 0: 54%|█████▍ | 442/818 [00:07<00:05, 72.18it/s]
Validating Fold 0: 55%|█████▌ | 450/818 [00:07<00:05, 72.03it/s]
Validating Fold 0: 56%|█████▌ | 458/818 [00:07<00:05, 68.32it/s]
Validating Fold 0: 57%|█████▋ | 465/818 [00:07<00:05, 65.54it/s]
Validating Fold 0: 58%|█████▊ | 472/818 [00:07<00:05, 64.07it/s]
Validating Fold 0: 59%|█████▊ | 480/818 [00:07<00:05, 59.99it/s]
Validating Fold 0: 60%|█████▉ | 490/818 [00:07<00:04, 69.54it/s]
Validating Fold 0: 61%|██████ | 500/818 [00:07<00:04, 76.24it/s]
Validating Fold 0: 62%|██████▏ | 508/818 [00:08<00:04, 66.33it/s]
Validating Fold 0: 63%|██████▎ | 515/818 [00:08<00:05, 51.36it/s]
Validating Fold 0: 64%|██████▎ | 521/818 [00:08<00:06, 45.84it/s]
Validating Fold 0: 65%|██████▍ | 528/818 [00:08<00:05, 49.58it/s]
Validating Fold 0: 66%|██████▌ | 536/818 [00:08<00:05, 55.05it/s]
Validating Fold 0: 67%|██████▋ | 544/818 [00:08<00:04, 59.99it/s]
Validating Fold 0: 67%|██████▋ | 552/818 [00:08<00:04, 63.80it/s]
Validating Fold 0: 69%|██████▊ | 561/818 [00:09<00:03, 69.65it/s]
Validating Fold 0: 70%|██████▉ | 569/818 [00:09<00:03, 72.37it/s]
Validating Fold 0: 71%|███████ | 577/818 [00:09<00:03, 73.62it/s]
Validating Fold 0: 72%|███████▏ | 587/818 [00:09<00:02, 78.89it/s]
Validating Fold 0: 73%|███████▎ | 596/818 [00:09<00:03, 73.97it/s]
Validating Fold 0: 74%|███████▍ | 605/818 [00:09<00:02, 77.67it/s]
Validating Fold 0: 75%|███████▌ | 614/818 [00:09<00:02, 79.22it/s]
Validating Fold 0: 76%|███████▌ | 623/818 [00:09<00:02, 82.04it/s]
Validating Fold 0: 77%|███████▋ | 632/818 [00:09<00:02, 72.74it/s]
Validating Fold 0: 78%|███████▊ | 640/818 [00:10<00:02, 72.57it/s]
Validating Fold 0: 79%|███████▉ | 648/818 [00:10<00:02, 72.64it/s]
Validating Fold 0: 80%|████████ | 656/818 [00:10<00:02, 71.88it/s]
Validating Fold 0: 81%|████████▏ | 666/818 [00:10<00:01, 78.20it/s]
Validating Fold 0: 82%|████████▏ | 674/818 [00:10<00:01, 73.98it/s]
Validating Fold 0: 83%|████████▎ | 682/818 [00:10<00:02, 67.34it/s]
Validating Fold 0: 84%|████████▍ | 690/818 [00:10<00:01, 68.15it/s]
Validating Fold 0: 85%|████████▌ | 697/818 [00:10<00:01, 67.57it/s]
Validating Fold 0: 86%|████████▌ | 704/818 [00:11<00:01, 61.09it/s]
Validating Fold 0: 87%|████████▋ | 712/818 [00:11<00:01, 64.87it/s]
Validating Fold 0: 88%|████████▊ | 722/818 [00:11<00:01, 71.78it/s]
Validating Fold 0: 89%|████████▉ | 730/818 [00:11<00:01, 73.03it/s]
Validating Fold 0: 90%|█████████ | 738/818 [00:11<00:01, 66.76it/s]
Validating Fold 0: 91%|█████████ | 745/818 [00:11<00:01, 65.69it/s]
Validating Fold 0: 92%|█████████▏| 755/818 [00:11<00:00, 73.81it/s]
Validating Fold 0: 93%|█████████▎| 763/818 [00:11<00:00, 73.98it/s]
Validating Fold 0: 94%|█████████▍| 772/818 [00:11<00:00, 76.12it/s]
Validating Fold 0: 95%|█████████▌| 780/818 [00:12<00:00, 76.21it/s]
Validating Fold 0: 97%|█████████▋| 790/818 [00:12<00:00, 81.26it/s]
Validating Fold 0: 98%|█████████▊| 799/818 [00:12<00:00, 78.91it/s]
Validating Fold 0: 99%|█████████▉| 808/818 [00:12<00:00, 79.01it/s]
Validating Fold 0: 100%|█████████▉| 816/818 [00:12<00:00, 72.21it/s]
Fold 0 Accuracy: 0.6360 ==================== Starting Split Level: fold ==================== > Fold 0... Files already downloaded and verified Files already downloaded and verified
Epoch 1 Train: 0%| | 0/2920 [00:00<?, ?it/s]
Epoch 1 Train: 0%| | 8/2920 [00:00<00:36, 79.35it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 260]) torch.Size([4, 260])
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 769]) torch.Size([4, 769]) torch.Size([4, 502]) torch.Size([4, 502])
Epoch 1 Train: 1%| | 16/2920 [00:00<00:37, 77.32it/s]
Epoch 1 Train: 1%| | 25/2920 [00:00<00:36, 78.79it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 253]) torch.Size([4, 253])
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 1%| | 33/2920 [00:00<00:37, 76.78it/s]
Epoch 1 Train: 1%|▏ | 42/2920 [00:00<00:36, 79.36it/s]
torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 564]) torch.Size([4, 564])
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 1 Train: 2%|▏ | 50/2920 [00:00<00:36, 77.94it/s]
Epoch 1 Train: 2%|▏ | 58/2920 [00:00<00:37, 77.17it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 276]) torch.Size([4, 276])
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 1 Train: 2%|▏ | 67/2920 [00:00<00:36, 79.18it/s]
Epoch 1 Train: 3%|▎ | 75/2920 [00:00<00:35, 79.19it/s]
torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 194]) torch.Size([4, 194])
torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 3%|▎ | 84/2920 [00:01<00:35, 80.64it/s]
Epoch 1 Train: 3%|▎ | 93/2920 [00:01<00:35, 79.86it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 690]) torch.Size([4, 690]) torch.Size([4, 326]) torch.Size([4, 326])
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 1 Train: 3%|▎ | 101/2920 [00:01<00:36, 77.75it/s]
Epoch 1 Train: 4%|▎ | 109/2920 [00:01<00:36, 77.64it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 321]) torch.Size([4, 321])
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 1 Train: 4%|▍ | 117/2920 [00:01<00:36, 77.77it/s]
Epoch 1 Train: 4%|▍ | 126/2920 [00:01<00:35, 78.24it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 256]) torch.Size([4, 256])
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 1 Train: 5%|▍ | 135/2920 [00:01<00:34, 80.46it/s]
Epoch 1 Train: 5%|▍ | 144/2920 [00:01<00:34, 81.41it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 283]) torch.Size([4, 283])
torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 221]) torch.Size([4, 221])
Epoch 1 Train: 5%|▌ | 153/2920 [00:01<00:34, 80.10it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 192]) torch.Size([4, 192])
torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 428]) torch.Size([4, 428])
Epoch 1 Train: 6%|▌ | 162/2920 [00:02<00:38, 70.83it/s]
Epoch 1 Train: 6%|▌ | 171/2920 [00:02<00:37, 73.19it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 162]) torch.Size([4, 162])
torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 278]) torch.Size([4, 278])
Epoch 1 Train: 6%|▌ | 179/2920 [00:02<00:36, 74.40it/s]
Epoch 1 Train: 6%|▋ | 187/2920 [00:02<00:36, 75.73it/s]
torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 522]) torch.Size([4, 522])
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 1 Train: 7%|▋ | 195/2920 [00:02<00:35, 76.69it/s]
Epoch 1 Train: 7%|▋ | 203/2920 [00:02<00:35, 76.95it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 240]) torch.Size([4, 240])
torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 488]) torch.Size([4, 488])
Epoch 1 Train: 7%|▋ | 212/2920 [00:02<00:34, 79.19it/s]
Epoch 1 Train: 8%|▊ | 220/2920 [00:02<00:34, 79.22it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 376]) torch.Size([4, 376])
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 8%|▊ | 228/2920 [00:02<00:33, 79.35it/s]
Epoch 1 Train: 8%|▊ | 237/2920 [00:03<00:33, 79.60it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 245]) torch.Size([4, 245])
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 217]) torch.Size([4, 217])
Epoch 1 Train: 8%|▊ | 245/2920 [00:03<00:34, 77.41it/s]
Epoch 1 Train: 9%|▊ | 254/2920 [00:03<00:33, 80.35it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 104]) torch.Size([4, 104]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 208]) torch.Size([4, 208])
torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 1 Train: 9%|▉ | 263/2920 [00:03<00:32, 81.20it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 398]) torch.Size([4, 398])
Epoch 1 Train: 9%|▉ | 272/2920 [00:03<00:33, 79.77it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 1 Train: 10%|▉ | 281/2920 [00:03<00:32, 81.90it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 358]) torch.Size([4, 358])
Epoch 1 Train: 10%|▉ | 290/2920 [00:03<00:32, 81.14it/s]
torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 1 Train: 10%|█ | 299/2920 [00:03<00:32, 81.44it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 11%|█ | 308/2920 [00:03<00:32, 80.37it/s]
torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 159]) torch.Size([4, 159])
Epoch 1 Train: 11%|█ | 317/2920 [00:04<00:31, 81.71it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 11%|█ | 326/2920 [00:04<00:32, 79.44it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 11%|█▏ | 334/2920 [00:04<00:32, 79.38it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 12%|█▏ | 342/2920 [00:04<00:32, 78.81it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 405]) torch.Size([4, 405])
Epoch 1 Train: 12%|█▏ | 350/2920 [00:04<00:32, 78.09it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 264]) torch.Size([4, 264])
torch.Size([4, 327]) torch.Size([4, 327])
Epoch 1 Train: 12%|█▏ | 358/2920 [00:04<00:35, 72.85it/s]
Epoch 1 Train: 13%|█▎ | 367/2920 [00:04<00:33, 75.35it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 13%|█▎ | 375/2920 [00:04<00:33, 75.47it/s]
Epoch 1 Train: 13%|█▎ | 383/2920 [00:04<00:33, 76.59it/s]
torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 13%|█▎ | 391/2920 [00:05<00:35, 70.34it/s]
Epoch 1 Train: 14%|█▎ | 400/2920 [00:05<00:34, 72.97it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 510]) torch.Size([4, 510])
Epoch 1 Train: 14%|█▍ | 408/2920 [00:05<00:33, 73.93it/s]
Epoch 1 Train: 14%|█▍ | 416/2920 [00:05<00:33, 75.05it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 15%|█▍ | 425/2920 [00:05<00:32, 77.09it/s]
Epoch 1 Train: 15%|█▍ | 434/2920 [00:05<00:31, 78.55it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 322]) torch.Size([4, 322])
Epoch 1 Train: 15%|█▌ | 443/2920 [00:05<00:31, 78.85it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 15%|█▌ | 451/2920 [00:05<00:32, 76.74it/s]
Epoch 1 Train: 16%|█▌ | 459/2920 [00:05<00:32, 76.46it/s]
torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 719]) torch.Size([4, 719]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 1 Train: 16%|█▌ | 468/2920 [00:06<00:31, 78.15it/s]
Epoch 1 Train: 16%|█▋ | 477/2920 [00:06<00:30, 80.46it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 1 Train: 17%|█▋ | 486/2920 [00:06<00:30, 79.50it/s]
Epoch 1 Train: 17%|█▋ | 494/2920 [00:06<00:31, 77.66it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 1 Train: 17%|█▋ | 502/2920 [00:06<00:30, 78.26it/s]
Epoch 1 Train: 18%|█▊ | 511/2920 [00:06<00:30, 78.75it/s]
torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 233]) torch.Size([4, 233])
Epoch 1 Train: 18%|█▊ | 520/2920 [00:06<00:30, 79.15it/s]
Epoch 1 Train: 18%|█▊ | 529/2920 [00:06<00:29, 79.99it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 622]) torch.Size([4, 622]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 1 Train: 18%|█▊ | 538/2920 [00:06<00:29, 80.11it/s]
Epoch 1 Train: 19%|█▊ | 547/2920 [00:07<00:29, 80.55it/s]
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 1 Train: 19%|█▉ | 556/2920 [00:07<00:28, 81.85it/s]
Epoch 1 Train: 19%|█▉ | 565/2920 [00:07<00:28, 82.63it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 467]) torch.Size([4, 467])
Epoch 1 Train: 20%|█▉ | 574/2920 [00:07<00:28, 81.64it/s]
Epoch 1 Train: 20%|█▉ | 583/2920 [00:07<00:31, 75.38it/s]
torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 1 Train: 20%|██ | 591/2920 [00:07<00:30, 75.82it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 99]) torch.Size([4, 99]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 348]) torch.Size([4, 348])
Epoch 1 Train: 21%|██ | 600/2920 [00:07<00:29, 78.31it/s]
Epoch 1 Train: 21%|██ | 609/2920 [00:07<00:28, 80.33it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 1 Train: 21%|██ | 618/2920 [00:07<00:28, 80.50it/s]
Epoch 1 Train: 21%|██▏ | 627/2920 [00:08<00:27, 82.14it/s]
torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 102]) torch.Size([4, 102])
Epoch 1 Train: 22%|██▏ | 636/2920 [00:08<00:27, 82.39it/s]
Epoch 1 Train: 22%|██▏ | 645/2920 [00:08<00:28, 80.73it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 22%|██▏ | 654/2920 [00:08<00:30, 74.77it/s]
Epoch 1 Train: 23%|██▎ | 662/2920 [00:08<00:29, 75.50it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 1 Train: 23%|██▎ | 670/2920 [00:08<00:29, 76.16it/s]
Epoch 1 Train: 23%|██▎ | 678/2920 [00:08<00:29, 77.00it/s]
torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 1 Train: 23%|██▎ | 686/2920 [00:08<00:29, 76.19it/s]
Epoch 1 Train: 24%|██▍ | 694/2920 [00:08<00:29, 76.06it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 24%|██▍ | 703/2920 [00:08<00:28, 78.01it/s]
Epoch 1 Train: 24%|██▍ | 711/2920 [00:09<00:28, 77.78it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 163]) torch.Size([4, 163])
Epoch 1 Train: 25%|██▍ | 720/2920 [00:09<00:27, 79.05it/s]
Epoch 1 Train: 25%|██▍ | 728/2920 [00:09<00:28, 77.88it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 1 Train: 25%|██▌ | 736/2920 [00:09<00:28, 77.76it/s]
Epoch 1 Train: 26%|██▌ | 745/2920 [00:09<00:27, 79.45it/s]
torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 1 Train: 26%|██▌ | 753/2920 [00:09<00:27, 79.01it/s]
Epoch 1 Train: 26%|██▌ | 762/2920 [00:09<00:27, 79.72it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 511]) torch.Size([4, 511]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 1 Train: 26%|██▋ | 771/2920 [00:09<00:26, 80.88it/s]
Epoch 1 Train: 27%|██▋ | 780/2920 [00:09<00:26, 79.53it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 740]) torch.Size([4, 740]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 27%|██▋ | 788/2920 [00:10<00:26, 79.30it/s]
Epoch 1 Train: 27%|██▋ | 797/2920 [00:10<00:26, 80.90it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 340]) torch.Size([4, 340])
Epoch 1 Train: 28%|██▊ | 806/2920 [00:10<00:25, 82.49it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 28%|██▊ | 815/2920 [00:10<00:26, 78.73it/s]
Epoch 1 Train: 28%|██▊ | 824/2920 [00:10<00:26, 79.43it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 394]) torch.Size([4, 394])
Epoch 1 Train: 29%|██▊ | 833/2920 [00:10<00:26, 79.43it/s]
Epoch 1 Train: 29%|██▉ | 842/2920 [00:10<00:25, 80.04it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 1 Train: 29%|██▉ | 851/2920 [00:10<00:25, 81.18it/s]
Epoch 1 Train: 29%|██▉ | 860/2920 [00:10<00:25, 80.26it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 362]) torch.Size([4, 362])
Epoch 1 Train: 30%|██▉ | 869/2920 [00:11<00:25, 81.05it/s]
Epoch 1 Train: 30%|███ | 878/2920 [00:11<00:25, 80.49it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 1 Train: 30%|███ | 887/2920 [00:11<00:25, 80.16it/s]
Epoch 1 Train: 31%|███ | 896/2920 [00:11<00:24, 81.81it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 1 Train: 31%|███ | 905/2920 [00:11<00:24, 80.92it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 145]) torch.Size([4, 145])
Epoch 1 Train: 31%|███▏ | 914/2920 [00:11<00:24, 80.88it/s]
Epoch 1 Train: 32%|███▏ | 923/2920 [00:11<00:25, 79.01it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 1 Train: 32%|███▏ | 931/2920 [00:11<00:25, 78.10it/s]
Epoch 1 Train: 32%|███▏ | 940/2920 [00:11<00:24, 79.74it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 1 Train: 32%|███▏ | 948/2920 [00:12<00:24, 79.03it/s]
Epoch 1 Train: 33%|███▎ | 956/2920 [00:12<00:25, 78.38it/s]
torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 113]) torch.Size([4, 113]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 454]) torch.Size([4, 454])
Epoch 1 Train: 33%|███▎ | 965/2920 [00:12<00:24, 81.19it/s]
Epoch 1 Train: 33%|███▎ | 974/2920 [00:12<00:24, 80.39it/s]
torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 34%|███▎ | 983/2920 [00:12<00:24, 77.98it/s]
Epoch 1 Train: 34%|███▍ | 991/2920 [00:12<00:24, 77.44it/s]
torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 1 Train: 34%|███▍ | 999/2920 [00:12<00:24, 77.21it/s]
Epoch 1 Train: 34%|███▍ | 1007/2920 [00:12<00:24, 76.79it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 135]) torch.Size([4, 135])
Epoch 1 Train: 35%|███▍ | 1016/2920 [00:12<00:24, 77.29it/s]
Epoch 1 Train: 35%|███▌ | 1025/2920 [00:13<00:24, 76.80it/s]
torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 463]) torch.Size([4, 463])
Epoch 1 Train: 35%|███▌ | 1033/2920 [00:13<00:24, 76.44it/s]
Epoch 1 Train: 36%|███▌ | 1041/2920 [00:13<00:24, 76.93it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 697]) torch.Size([4, 697])
Epoch 1 Train: 36%|███▌ | 1049/2920 [00:13<00:25, 73.89it/s]
Epoch 1 Train: 36%|███▌ | 1057/2920 [00:13<00:25, 74.37it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 1 Train: 36%|███▋ | 1065/2920 [00:13<00:25, 74.12it/s]
Epoch 1 Train: 37%|███▋ | 1073/2920 [00:13<00:24, 74.84it/s]
torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 37%|███▋ | 1082/2920 [00:13<00:23, 77.33it/s]
Epoch 1 Train: 37%|███▋ | 1090/2920 [00:13<00:23, 76.57it/s]
torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 1 Train: 38%|███▊ | 1098/2920 [00:14<00:23, 76.70it/s]
Epoch 1 Train: 38%|███▊ | 1106/2920 [00:14<00:23, 76.99it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 239]) torch.Size([4, 239])
Epoch 1 Train: 38%|███▊ | 1114/2920 [00:14<00:23, 76.68it/s]
Epoch 1 Train: 38%|███▊ | 1122/2920 [00:14<00:23, 77.52it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 464]) torch.Size([4, 464])
Epoch 1 Train: 39%|███▊ | 1130/2920 [00:14<00:24, 72.09it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 365]) torch.Size([4, 365])
Epoch 1 Train: 39%|███▉ | 1138/2920 [00:14<00:24, 72.79it/s]
Epoch 1 Train: 39%|███▉ | 1147/2920 [00:14<00:23, 74.70it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 83]) torch.Size([4, 83]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 40%|███▉ | 1156/2920 [00:14<00:22, 77.33it/s]
Epoch 1 Train: 40%|███▉ | 1164/2920 [00:14<00:23, 76.03it/s]
torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 357]) torch.Size([4, 357])
Epoch 1 Train: 40%|████ | 1173/2920 [00:15<00:22, 77.74it/s]
Epoch 1 Train: 40%|████ | 1181/2920 [00:15<00:22, 78.25it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 1 Train: 41%|████ | 1189/2920 [00:15<00:22, 77.99it/s]
Epoch 1 Train: 41%|████ | 1198/2920 [00:15<00:21, 79.89it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 1 Train: 41%|████▏ | 1206/2920 [00:15<00:22, 77.28it/s]
Epoch 1 Train: 42%|████▏ | 1214/2920 [00:15<00:21, 77.63it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 42%|████▏ | 1223/2920 [00:15<00:21, 79.96it/s]
Epoch 1 Train: 42%|████▏ | 1232/2920 [00:15<00:21, 78.71it/s]
torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 693]) torch.Size([4, 693]) torch.Size([4, 112]) torch.Size([4, 112]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 42%|████▎ | 1241/2920 [00:15<00:21, 79.40it/s]
Epoch 1 Train: 43%|████▎ | 1250/2920 [00:15<00:20, 79.97it/s]
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 1 Train: 43%|████▎ | 1259/2920 [00:16<00:20, 79.67it/s]
Epoch 1 Train: 43%|████▎ | 1268/2920 [00:16<00:20, 81.82it/s]
torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 1 Train: 44%|████▎ | 1277/2920 [00:16<00:20, 81.36it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 1 Train: 44%|████▍ | 1286/2920 [00:16<00:20, 81.29it/s]
Epoch 1 Train: 44%|████▍ | 1295/2920 [00:16<00:20, 79.46it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 45%|████▍ | 1303/2920 [00:16<00:20, 78.37it/s]
Epoch 1 Train: 45%|████▍ | 1311/2920 [00:16<00:20, 78.74it/s]
torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 298]) torch.Size([4, 298])
Epoch 1 Train: 45%|████▌ | 1319/2920 [00:16<00:20, 78.86it/s]
Epoch 1 Train: 45%|████▌ | 1327/2920 [00:16<00:20, 77.71it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 796]) torch.Size([4, 796]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 1 Train: 46%|████▌ | 1335/2920 [00:17<00:20, 76.18it/s]
Epoch 1 Train: 46%|████▌ | 1344/2920 [00:17<00:20, 77.56it/s]
torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 1 Train: 46%|████▋ | 1353/2920 [00:17<00:19, 79.90it/s]
Epoch 1 Train: 47%|████▋ | 1361/2920 [00:17<00:19, 78.77it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 47%|████▋ | 1369/2920 [00:17<00:19, 77.92it/s]
Epoch 1 Train: 47%|████▋ | 1377/2920 [00:17<00:19, 77.29it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 1 Train: 47%|████▋ | 1386/2920 [00:17<00:19, 78.53it/s]
Epoch 1 Train: 48%|████▊ | 1394/2920 [00:17<00:20, 75.90it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 1 Train: 48%|████▊ | 1402/2920 [00:17<00:19, 76.00it/s]
Epoch 1 Train: 48%|████▊ | 1410/2920 [00:18<00:19, 76.50it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 49%|████▊ | 1418/2920 [00:18<00:19, 75.33it/s]
Epoch 1 Train: 49%|████▉ | 1426/2920 [00:18<00:19, 75.03it/s]
torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 441]) torch.Size([4, 441])
Epoch 1 Train: 49%|████▉ | 1434/2920 [00:18<00:19, 76.02it/s]
Epoch 1 Train: 49%|████▉ | 1442/2920 [00:18<00:19, 76.49it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 473]) torch.Size([4, 473])
Epoch 1 Train: 50%|████▉ | 1450/2920 [00:18<00:19, 75.47it/s]
Epoch 1 Train: 50%|████▉ | 1458/2920 [00:18<00:19, 76.46it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 1 Train: 50%|█████ | 1466/2920 [00:18<00:19, 76.50it/s]
Epoch 1 Train: 51%|█████ | 1475/2920 [00:18<00:18, 77.76it/s]
torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 51%|█████ | 1483/2920 [00:18<00:19, 75.43it/s]
Epoch 1 Train: 51%|█████ | 1491/2920 [00:19<00:18, 75.95it/s]
torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 51%|█████▏ | 1499/2920 [00:19<00:18, 76.19it/s]
Epoch 1 Train: 52%|█████▏ | 1508/2920 [00:19<00:17, 79.15it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 1 Train: 52%|█████▏ | 1517/2920 [00:19<00:17, 80.07it/s]
Epoch 1 Train: 52%|█████▏ | 1526/2920 [00:19<00:17, 78.71it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 1 Train: 53%|█████▎ | 1534/2920 [00:19<00:20, 66.78it/s]
torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 312]) torch.Size([4, 312])
Epoch 1 Train: 53%|█████▎ | 1542/2920 [00:19<00:19, 69.64it/s]
Epoch 1 Train: 53%|█████▎ | 1550/2920 [00:19<00:19, 71.65it/s]
torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 1 Train: 53%|█████▎ | 1558/2920 [00:20<00:18, 72.41it/s]
Epoch 1 Train: 54%|█████▎ | 1566/2920 [00:20<00:18, 74.40it/s]
torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 1 Train: 54%|█████▍ | 1574/2920 [00:20<00:18, 73.51it/s]
Epoch 1 Train: 54%|█████▍ | 1582/2920 [00:20<00:18, 73.57it/s]
torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 1 Train: 54%|█████▍ | 1590/2920 [00:20<00:18, 70.47it/s]
Epoch 1 Train: 55%|█████▍ | 1598/2920 [00:20<00:18, 72.69it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 1 Train: 55%|█████▌ | 1606/2920 [00:20<00:17, 74.01it/s]
Epoch 1 Train: 55%|█████▌ | 1614/2920 [00:20<00:17, 75.54it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 289]) torch.Size([4, 289])
Epoch 1 Train: 56%|█████▌ | 1623/2920 [00:20<00:16, 78.49it/s]
Epoch 1 Train: 56%|█████▌ | 1631/2920 [00:20<00:16, 77.97it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 1 Train: 56%|█████▌ | 1639/2920 [00:21<00:17, 74.31it/s]
Epoch 1 Train: 56%|█████▋ | 1647/2920 [00:21<00:16, 75.10it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 1 Train: 57%|█████▋ | 1656/2920 [00:21<00:16, 76.84it/s]
Epoch 1 Train: 57%|█████▋ | 1664/2920 [00:21<00:16, 77.21it/s]
torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 57%|█████▋ | 1672/2920 [00:21<00:17, 71.59it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 58%|█████▊ | 1681/2920 [00:21<00:16, 74.65it/s]
Epoch 1 Train: 58%|█████▊ | 1689/2920 [00:21<00:16, 74.39it/s]
torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 182]) torch.Size([4, 182])
Epoch 1 Train: 58%|█████▊ | 1698/2920 [00:21<00:16, 75.61it/s]
Epoch 1 Train: 58%|█████▊ | 1706/2920 [00:21<00:16, 74.25it/s]
torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 59%|█████▊ | 1715/2920 [00:22<00:15, 76.64it/s]
Epoch 1 Train: 59%|█████▉ | 1724/2920 [00:22<00:15, 78.16it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 666]) torch.Size([4, 666]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 1 Train: 59%|█████▉ | 1732/2920 [00:22<00:15, 78.50it/s]
Epoch 1 Train: 60%|█████▉ | 1740/2920 [00:22<00:15, 76.86it/s]
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 160]) torch.Size([4, 160])
Epoch 1 Train: 60%|█████▉ | 1748/2920 [00:22<00:15, 76.77it/s]
Epoch 1 Train: 60%|██████ | 1756/2920 [00:22<00:15, 77.56it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 60%|██████ | 1765/2920 [00:22<00:14, 77.93it/s]
Epoch 1 Train: 61%|██████ | 1774/2920 [00:22<00:14, 78.98it/s]
torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 225]) torch.Size([4, 225])
Epoch 1 Train: 61%|██████ | 1782/2920 [00:22<00:14, 78.32it/s]
Epoch 1 Train: 61%|██████▏ | 1790/2920 [00:23<00:14, 78.00it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 255]) torch.Size([4, 255])
Epoch 1 Train: 62%|██████▏ | 1799/2920 [00:23<00:14, 79.51it/s]
Epoch 1 Train: 62%|██████▏ | 1808/2920 [00:23<00:13, 80.97it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 1 Train: 62%|██████▏ | 1817/2920 [00:23<00:14, 76.35it/s]
Epoch 1 Train: 62%|██████▎ | 1825/2920 [00:23<00:14, 76.08it/s]
torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 1 Train: 63%|██████▎ | 1834/2920 [00:23<00:13, 77.80it/s]
Epoch 1 Train: 63%|██████▎ | 1842/2920 [00:23<00:13, 77.55it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 291]) torch.Size([4, 291])
Epoch 1 Train: 63%|██████▎ | 1851/2920 [00:23<00:13, 78.44it/s]
Epoch 1 Train: 64%|██████▎ | 1860/2920 [00:23<00:13, 79.18it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 121]) torch.Size([4, 121])
Epoch 1 Train: 64%|██████▍ | 1868/2920 [00:24<00:13, 78.34it/s]
Epoch 1 Train: 64%|██████▍ | 1877/2920 [00:24<00:13, 79.60it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 1 Train: 65%|██████▍ | 1886/2920 [00:24<00:12, 80.65it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 467]) torch.Size([4, 467])
Epoch 1 Train: 65%|██████▍ | 1895/2920 [00:24<00:12, 79.73it/s]
Epoch 1 Train: 65%|██████▌ | 1904/2920 [00:24<00:12, 80.50it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 553]) torch.Size([4, 553])
Epoch 1 Train: 66%|██████▌ | 1913/2920 [00:24<00:12, 80.41it/s]
Epoch 1 Train: 66%|██████▌ | 1922/2920 [00:24<00:12, 78.17it/s]
torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 193]) torch.Size([4, 193])
Epoch 1 Train: 66%|██████▌ | 1930/2920 [00:24<00:12, 77.88it/s]
Epoch 1 Train: 66%|██████▋ | 1938/2920 [00:24<00:12, 77.90it/s]
torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 1 Train: 67%|██████▋ | 1946/2920 [00:25<00:12, 77.40it/s]
Epoch 1 Train: 67%|██████▋ | 1954/2920 [00:25<00:12, 76.83it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 423]) torch.Size([4, 423])
Epoch 1 Train: 67%|██████▋ | 1963/2920 [00:25<00:12, 78.45it/s]
Epoch 1 Train: 68%|██████▊ | 1972/2920 [00:25<00:11, 80.37it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 68%|██████▊ | 1981/2920 [00:25<00:11, 79.62it/s]
Epoch 1 Train: 68%|██████▊ | 1989/2920 [00:25<00:12, 73.30it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 1 Train: 68%|██████▊ | 1997/2920 [00:25<00:12, 74.92it/s]
Epoch 1 Train: 69%|██████▊ | 2006/2920 [00:25<00:11, 77.10it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 1 Train: 69%|██████▉ | 2014/2920 [00:25<00:12, 73.87it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 1 Train: 69%|██████▉ | 2022/2920 [00:26<00:12, 73.31it/s]
Epoch 1 Train: 70%|██████▉ | 2030/2920 [00:26<00:12, 73.47it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 647]) torch.Size([4, 647]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 70%|██████▉ | 2038/2920 [00:26<00:11, 74.01it/s]
Epoch 1 Train: 70%|███████ | 2047/2920 [00:26<00:11, 76.01it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 1 Train: 70%|███████ | 2056/2920 [00:26<00:11, 77.58it/s]
Epoch 1 Train: 71%|███████ | 2064/2920 [00:26<00:11, 77.16it/s]
torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 264]) torch.Size([4, 264])
Epoch 1 Train: 71%|███████ | 2073/2920 [00:26<00:10, 78.39it/s]
Epoch 1 Train: 71%|███████▏ | 2082/2920 [00:26<00:10, 79.43it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 1 Train: 72%|███████▏ | 2090/2920 [00:26<00:10, 77.17it/s]
Epoch 1 Train: 72%|███████▏ | 2098/2920 [00:27<00:10, 76.14it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 72%|███████▏ | 2106/2920 [00:27<00:10, 77.13it/s]
Epoch 1 Train: 72%|███████▏ | 2115/2920 [00:27<00:10, 79.17it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 113]) torch.Size([4, 113]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 1 Train: 73%|███████▎ | 2123/2920 [00:27<00:10, 78.11it/s]
Epoch 1 Train: 73%|███████▎ | 2131/2920 [00:27<00:10, 76.65it/s]
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 1 Train: 73%|███████▎ | 2139/2920 [00:27<00:10, 76.86it/s]
Epoch 1 Train: 74%|███████▎ | 2147/2920 [00:27<00:10, 77.18it/s]
torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 1 Train: 74%|███████▍ | 2155/2920 [00:27<00:09, 77.81it/s]
Epoch 1 Train: 74%|███████▍ | 2163/2920 [00:27<00:09, 77.17it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 344]) torch.Size([4, 344])
Epoch 1 Train: 74%|███████▍ | 2171/2920 [00:27<00:09, 77.49it/s]
Epoch 1 Train: 75%|███████▍ | 2180/2920 [00:28<00:09, 78.55it/s]
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 317]) torch.Size([4, 317])
Epoch 1 Train: 75%|███████▍ | 2189/2920 [00:28<00:09, 79.36it/s]
Epoch 1 Train: 75%|███████▌ | 2198/2920 [00:28<00:09, 79.92it/s]
torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 1 Train: 76%|███████▌ | 2206/2920 [00:28<00:09, 78.32it/s]
Epoch 1 Train: 76%|███████▌ | 2214/2920 [00:28<00:09, 76.23it/s]
torch.Size([4, 552]) torch.Size([4, 552]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 781]) torch.Size([4, 781]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 76%|███████▌ | 2222/2920 [00:28<00:09, 77.07it/s]
Epoch 1 Train: 76%|███████▋ | 2230/2920 [00:28<00:08, 77.80it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 1 Train: 77%|███████▋ | 2239/2920 [00:28<00:08, 79.63it/s]
Epoch 1 Train: 77%|███████▋ | 2247/2920 [00:28<00:08, 78.60it/s]
torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 1 Train: 77%|███████▋ | 2255/2920 [00:29<00:08, 77.97it/s]
Epoch 1 Train: 78%|███████▊ | 2263/2920 [00:29<00:08, 77.61it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 1 Train: 78%|███████▊ | 2271/2920 [00:29<00:08, 77.58it/s]
Epoch 1 Train: 78%|███████▊ | 2279/2920 [00:29<00:08, 77.34it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 1 Train: 78%|███████▊ | 2287/2920 [00:29<00:08, 76.03it/s]
Epoch 1 Train: 79%|███████▊ | 2295/2920 [00:29<00:08, 77.14it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 462]) torch.Size([4, 462])
Epoch 1 Train: 79%|███████▉ | 2303/2920 [00:29<00:08, 76.56it/s]
Epoch 1 Train: 79%|███████▉ | 2311/2920 [00:29<00:08, 75.74it/s]
torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 1 Train: 79%|███████▉ | 2319/2920 [00:29<00:07, 76.53it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 543]) torch.Size([4, 543])
Epoch 1 Train: 80%|███████▉ | 2327/2920 [00:30<00:08, 71.34it/s]
Epoch 1 Train: 80%|███████▉ | 2335/2920 [00:30<00:08, 71.47it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 376]) torch.Size([4, 376])
Epoch 1 Train: 80%|████████ | 2343/2920 [00:30<00:07, 73.29it/s]
Epoch 1 Train: 81%|████████ | 2351/2920 [00:30<00:07, 72.76it/s]
torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 116]) torch.Size([4, 116]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 229]) torch.Size([4, 229])
Epoch 1 Train: 81%|████████ | 2359/2920 [00:30<00:07, 72.51it/s]
Epoch 1 Train: 81%|████████ | 2368/2920 [00:30<00:07, 75.70it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 81%|████████▏ | 2376/2920 [00:30<00:07, 76.60it/s]
Epoch 1 Train: 82%|████████▏ | 2384/2920 [00:30<00:07, 75.55it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 434]) torch.Size([4, 434])
Epoch 1 Train: 82%|████████▏ | 2393/2920 [00:30<00:06, 77.03it/s]
Epoch 1 Train: 82%|████████▏ | 2401/2920 [00:30<00:06, 76.32it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 1 Train: 83%|████████▎ | 2410/2920 [00:31<00:06, 79.54it/s]
Epoch 1 Train: 83%|████████▎ | 2419/2920 [00:31<00:06, 79.94it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 1 Train: 83%|████████▎ | 2428/2920 [00:31<00:06, 77.54it/s]
Epoch 1 Train: 83%|████████▎ | 2436/2920 [00:31<00:06, 76.12it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 1 Train: 84%|████████▎ | 2444/2920 [00:31<00:06, 76.09it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 725]) torch.Size([4, 725]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 1 Train: 84%|████████▍ | 2452/2920 [00:31<00:06, 75.54it/s]
Epoch 1 Train: 84%|████████▍ | 2460/2920 [00:31<00:07, 63.64it/s]
torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 1 Train: 85%|████████▍ | 2468/2920 [00:31<00:06, 67.45it/s]
Epoch 1 Train: 85%|████████▍ | 2476/2920 [00:32<00:06, 68.94it/s]
torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 1 Train: 85%|████████▌ | 2484/2920 [00:32<00:06, 69.71it/s]
Epoch 1 Train: 85%|████████▌ | 2492/2920 [00:32<00:05, 71.60it/s]
torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 341]) torch.Size([4, 341])
Epoch 1 Train: 86%|████████▌ | 2500/2920 [00:32<00:05, 72.44it/s]
Epoch 1 Train: 86%|████████▌ | 2509/2920 [00:32<00:05, 74.01it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 181]) torch.Size([4, 181])
Epoch 1 Train: 86%|████████▌ | 2517/2920 [00:32<00:05, 74.03it/s]
Epoch 1 Train: 87%|████████▋ | 2526/2920 [00:32<00:05, 76.33it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 220]) torch.Size([4, 220])
Epoch 1 Train: 87%|████████▋ | 2534/2920 [00:32<00:05, 76.94it/s]
Epoch 1 Train: 87%|████████▋ | 2543/2920 [00:32<00:04, 79.09it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 1 Train: 87%|████████▋ | 2551/2920 [00:33<00:04, 77.53it/s]
Epoch 1 Train: 88%|████████▊ | 2559/2920 [00:33<00:05, 71.05it/s]
torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 1 Train: 88%|████████▊ | 2567/2920 [00:33<00:04, 72.87it/s]
Epoch 1 Train: 88%|████████▊ | 2575/2920 [00:33<00:04, 73.53it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 1 Train: 88%|████████▊ | 2583/2920 [00:33<00:04, 72.61it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 539]) torch.Size([4, 539])
Epoch 1 Train: 89%|████████▉ | 2592/2920 [00:33<00:04, 75.58it/s]
Epoch 1 Train: 89%|████████▉ | 2600/2920 [00:33<00:04, 76.60it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 595]) torch.Size([4, 595]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 1 Train: 89%|████████▉ | 2608/2920 [00:33<00:04, 77.24it/s]
Epoch 1 Train: 90%|████████▉ | 2617/2920 [00:33<00:03, 80.52it/s]
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 489]) torch.Size([4, 489])
Epoch 1 Train: 90%|████████▉ | 2626/2920 [00:33<00:03, 79.46it/s]
Epoch 1 Train: 90%|█████████ | 2634/2920 [00:34<00:03, 79.19it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 420]) torch.Size([4, 420])
Epoch 1 Train: 90%|█████████ | 2642/2920 [00:34<00:03, 76.04it/s]
Epoch 1 Train: 91%|█████████ | 2650/2920 [00:34<00:03, 75.22it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 551]) torch.Size([4, 551])
Epoch 1 Train: 91%|█████████ | 2658/2920 [00:34<00:03, 74.26it/s]
Epoch 1 Train: 91%|█████████▏| 2666/2920 [00:34<00:03, 73.27it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 215]) torch.Size([4, 215])
Epoch 1 Train: 92%|█████████▏| 2675/2920 [00:34<00:03, 75.49it/s]
Epoch 1 Train: 92%|█████████▏| 2683/2920 [00:34<00:03, 76.35it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 107]) torch.Size([4, 107]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 1 Train: 92%|█████████▏| 2692/2920 [00:34<00:02, 77.95it/s]
Epoch 1 Train: 92%|█████████▏| 2700/2920 [00:34<00:02, 77.95it/s]
torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 93%|█████████▎| 2708/2920 [00:35<00:02, 77.77it/s]
Epoch 1 Train: 93%|█████████▎| 2716/2920 [00:35<00:02, 77.99it/s]
torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 196]) torch.Size([4, 196])
Epoch 1 Train: 93%|█████████▎| 2725/2920 [00:35<00:02, 78.44it/s]
Epoch 1 Train: 94%|█████████▎| 2733/2920 [00:35<00:02, 75.98it/s]
torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 1 Train: 94%|█████████▍| 2741/2920 [00:35<00:02, 76.85it/s]
torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 1 Train: 94%|█████████▍| 2749/2920 [00:35<00:02, 73.17it/s]
Epoch 1 Train: 94%|█████████▍| 2757/2920 [00:35<00:02, 74.30it/s]
torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 1 Train: 95%|█████████▍| 2766/2920 [00:35<00:02, 76.16it/s]
Epoch 1 Train: 95%|█████████▌| 2774/2920 [00:35<00:01, 75.96it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 665]) torch.Size([4, 665]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 1 Train: 95%|█████████▌| 2782/2920 [00:36<00:01, 75.29it/s]
Epoch 1 Train: 96%|█████████▌| 2790/2920 [00:36<00:01, 72.11it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 281]) torch.Size([4, 281])
Epoch 1 Train: 96%|█████████▌| 2799/2920 [00:36<00:01, 74.04it/s]
Epoch 1 Train: 96%|█████████▌| 2808/2920 [00:36<00:01, 75.81it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 323]) torch.Size([4, 323])
Epoch 1 Train: 96%|█████████▋| 2817/2920 [00:36<00:01, 76.53it/s]
Epoch 1 Train: 97%|█████████▋| 2825/2920 [00:36<00:01, 77.06it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 1 Train: 97%|█████████▋| 2833/2920 [00:36<00:01, 76.45it/s]
Epoch 1 Train: 97%|█████████▋| 2841/2920 [00:36<00:01, 76.11it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 1 Train: 98%|█████████▊| 2849/2920 [00:36<00:00, 76.95it/s]
Epoch 1 Train: 98%|█████████▊| 2857/2920 [00:37<00:00, 76.68it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 1 Train: 98%|█████████▊| 2866/2920 [00:37<00:00, 77.64it/s]
Epoch 1 Train: 98%|█████████▊| 2874/2920 [00:37<00:00, 74.54it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 1 Train: 99%|█████████▊| 2882/2920 [00:37<00:00, 73.73it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 1 Train: 99%|█████████▉| 2891/2920 [00:37<00:00, 75.59it/s]
Epoch 1 Train: 99%|█████████▉| 2900/2920 [00:37<00:00, 77.40it/s]
torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 1 Train: 100%|█████████▉| 2908/2920 [00:37<00:00, 77.00it/s]
Epoch 1 Train: 100%|█████████▉| 2916/2920 [00:37<00:00, 77.84it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 496]) torch.Size([4, 496])
Epoch 2 Train: 0%| | 0/2920 [00:00<?, ?it/s]
torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 0%| | 9/2920 [00:00<00:35, 82.25it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 476]) torch.Size([4, 476])
Epoch 2 Train: 1%| | 18/2920 [00:00<00:37, 77.80it/s]
torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 520]) torch.Size([4, 520])
Epoch 2 Train: 1%| | 26/2920 [00:00<00:37, 77.80it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 2 Train: 1%| | 35/2920 [00:00<00:36, 79.73it/s]
torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 213]) torch.Size([4, 213])
Epoch 2 Train: 2%|▏ | 44/2920 [00:00<00:34, 82.68it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 2 Train: 2%|▏ | 53/2920 [00:00<00:34, 84.21it/s]
torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 143]) torch.Size([4, 143])
Epoch 2 Train: 2%|▏ | 62/2920 [00:00<00:34, 83.25it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 126]) torch.Size([4, 126])
Epoch 2 Train: 2%|▏ | 71/2920 [00:00<00:33, 84.34it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 2 Train: 3%|▎ | 80/2920 [00:00<00:34, 82.93it/s]
torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 2 Train: 3%|▎ | 89/2920 [00:01<00:33, 84.13it/s]
torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 490]) torch.Size([4, 490])
Epoch 2 Train: 3%|▎ | 98/2920 [00:01<00:35, 80.30it/s]
torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 740]) torch.Size([4, 740]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 290]) torch.Size([4, 290])
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 316]) torch.Size([4, 316])
Epoch 2 Train: 4%|▎ | 107/2920 [00:01<00:34, 81.71it/s]
Epoch 2 Train: 4%|▍ | 116/2920 [00:01<00:34, 81.01it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 277]) torch.Size([4, 277])
torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 517]) torch.Size([4, 517])
Epoch 2 Train: 4%|▍ | 125/2920 [00:01<00:35, 79.63it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 169]) torch.Size([4, 169])
Epoch 2 Train: 5%|▍ | 134/2920 [00:01<00:34, 80.38it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 5%|▍ | 143/2920 [00:01<00:34, 80.39it/s]
torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 2 Train: 5%|▌ | 152/2920 [00:01<00:33, 81.89it/s]
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 311]) torch.Size([4, 311])
Epoch 2 Train: 6%|▌ | 161/2920 [00:01<00:33, 81.70it/s]
torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 164]) torch.Size([4, 164])
Epoch 2 Train: 6%|▌ | 170/2920 [00:02<00:33, 83.31it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 354]) torch.Size([4, 354])
Epoch 2 Train: 6%|▌ | 179/2920 [00:02<00:32, 84.18it/s]
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 192]) torch.Size([4, 192])
Epoch 2 Train: 6%|▋ | 188/2920 [00:02<00:32, 84.12it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 398]) torch.Size([4, 398])
Epoch 2 Train: 7%|▋ | 197/2920 [00:02<00:33, 81.50it/s]
torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 2 Train: 7%|▋ | 206/2920 [00:02<00:33, 81.83it/s]
torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 119]) torch.Size([4, 119]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 7%|▋ | 215/2920 [00:02<00:32, 82.06it/s]
torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 245]) torch.Size([4, 245])
Epoch 2 Train: 8%|▊ | 224/2920 [00:02<00:33, 80.86it/s]
torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 2 Train: 8%|▊ | 233/2920 [00:02<00:33, 80.74it/s]
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 177]) torch.Size([4, 177])
torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 280]) torch.Size([4, 280])
Epoch 2 Train: 8%|▊ | 242/2920 [00:02<00:33, 80.06it/s]
Epoch 2 Train: 9%|▊ | 251/2920 [00:03<00:32, 80.88it/s]
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 196]) torch.Size([4, 196])
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 2 Train: 9%|▉ | 260/2920 [00:03<00:32, 81.33it/s]
Epoch 2 Train: 9%|▉ | 269/2920 [00:03<00:32, 81.82it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 257]) torch.Size([4, 257])
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 2 Train: 10%|▉ | 278/2920 [00:03<00:32, 82.14it/s]
torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 171]) torch.Size([4, 171])
Epoch 2 Train: 10%|▉ | 287/2920 [00:03<00:32, 81.44it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 2 Train: 10%|█ | 296/2920 [00:03<00:32, 80.08it/s]
torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 2 Train: 10%|█ | 305/2920 [00:03<00:32, 81.17it/s]
torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 2 Train: 11%|█ | 314/2920 [00:03<00:32, 80.94it/s]
torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 2 Train: 11%|█ | 323/2920 [00:03<00:32, 80.75it/s]
torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 2 Train: 11%|█▏ | 332/2920 [00:04<00:31, 81.35it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 622]) torch.Size([4, 622]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 2 Train: 12%|█▏ | 341/2920 [00:04<00:31, 81.01it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 666]) torch.Size([4, 666])
Epoch 2 Train: 12%|█▏ | 350/2920 [00:04<00:31, 81.62it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 2 Train: 12%|█▏ | 359/2920 [00:04<00:30, 83.20it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 249]) torch.Size([4, 249])
Epoch 2 Train: 13%|█▎ | 368/2920 [00:04<00:30, 82.69it/s]
torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 273]) torch.Size([4, 273])
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 304]) torch.Size([4, 304])
Epoch 2 Train: 13%|█▎ | 377/2920 [00:04<00:31, 80.89it/s]
Epoch 2 Train: 13%|█▎ | 386/2920 [00:04<00:30, 82.26it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 221]) torch.Size([4, 221])
torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 332]) torch.Size([4, 332])
Epoch 2 Train: 14%|█▎ | 395/2920 [00:04<00:30, 83.62it/s]
Epoch 2 Train: 14%|█▍ | 404/2920 [00:04<00:30, 82.50it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 553]) torch.Size([4, 553]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 228]) torch.Size([4, 228])
torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 2 Train: 14%|█▍ | 413/2920 [00:05<00:30, 82.22it/s]
Epoch 2 Train: 14%|█▍ | 422/2920 [00:05<00:30, 82.61it/s]
torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 406]) torch.Size([4, 406])
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 2 Train: 15%|█▍ | 431/2920 [00:05<00:30, 82.39it/s]
torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 2 Train: 15%|█▌ | 440/2920 [00:05<00:30, 80.63it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 242]) torch.Size([4, 242])
Epoch 2 Train: 15%|█▌ | 449/2920 [00:05<00:30, 80.55it/s]
torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 396]) torch.Size([4, 396])
Epoch 2 Train: 16%|█▌ | 458/2920 [00:05<00:30, 80.39it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 2 Train: 16%|█▌ | 467/2920 [00:05<00:30, 81.49it/s]
torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 525]) torch.Size([4, 525])
Epoch 2 Train: 16%|█▋ | 476/2920 [00:05<00:29, 82.13it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 2 Train: 17%|█▋ | 485/2920 [00:05<00:29, 82.17it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 2 Train: 17%|█▋ | 494/2920 [00:06<00:29, 83.23it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 512]) torch.Size([4, 512])
Epoch 2 Train: 17%|█▋ | 503/2920 [00:06<00:29, 81.37it/s]
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 387]) torch.Size([4, 387])
torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 459]) torch.Size([4, 459])
Epoch 2 Train: 18%|█▊ | 512/2920 [00:06<00:29, 81.20it/s]
Epoch 2 Train: 18%|█▊ | 521/2920 [00:06<00:29, 82.36it/s]
torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 311]) torch.Size([4, 311])
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 2 Train: 18%|█▊ | 530/2920 [00:06<00:29, 82.41it/s]
Epoch 2 Train: 18%|█▊ | 539/2920 [00:06<00:29, 80.97it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 769]) torch.Size([4, 769]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 216]) torch.Size([4, 216])
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 2 Train: 19%|█▉ | 548/2920 [00:06<00:29, 80.51it/s]
Epoch 2 Train: 19%|█▉ | 557/2920 [00:06<00:29, 81.38it/s]
torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 168]) torch.Size([4, 168])
torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 2 Train: 19%|█▉ | 566/2920 [00:06<00:28, 83.49it/s]
torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 581]) torch.Size([4, 581])
Epoch 2 Train: 20%|█▉ | 575/2920 [00:07<00:28, 81.07it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 338]) torch.Size([4, 338])
Epoch 2 Train: 20%|██ | 584/2920 [00:07<00:29, 79.55it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 427]) torch.Size([4, 427])
Epoch 2 Train: 20%|██ | 592/2920 [00:07<00:29, 79.48it/s]
torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 392]) torch.Size([4, 392])
Epoch 2 Train: 21%|██ | 601/2920 [00:07<00:28, 80.61it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 107]) torch.Size([4, 107]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 2 Train: 21%|██ | 610/2920 [00:07<00:28, 80.98it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 361]) torch.Size([4, 361])
Epoch 2 Train: 21%|██ | 619/2920 [00:07<00:28, 81.47it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 415]) torch.Size([4, 415])
torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 486]) torch.Size([4, 486])
Epoch 2 Train: 22%|██▏ | 628/2920 [00:07<00:28, 80.41it/s]
Epoch 2 Train: 22%|██▏ | 637/2920 [00:07<00:27, 81.55it/s]
torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 277]) torch.Size([4, 277])
torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 2 Train: 22%|██▏ | 646/2920 [00:07<00:28, 81.15it/s]
Epoch 2 Train: 22%|██▏ | 655/2920 [00:08<00:28, 80.36it/s]
torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 247]) torch.Size([4, 247])
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 367]) torch.Size([4, 367])
Epoch 2 Train: 23%|██▎ | 664/2920 [00:08<00:27, 81.20it/s]
Epoch 2 Train: 23%|██▎ | 673/2920 [00:08<00:27, 81.10it/s]
torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 424]) torch.Size([4, 424])
torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 382]) torch.Size([4, 382])
Epoch 2 Train: 23%|██▎ | 682/2920 [00:08<00:28, 79.90it/s]
Epoch 2 Train: 24%|██▎ | 691/2920 [00:08<00:27, 80.57it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 267]) torch.Size([4, 267])
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 380]) torch.Size([4, 380])
Epoch 2 Train: 24%|██▍ | 700/2920 [00:08<00:27, 79.49it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 24%|██▍ | 709/2920 [00:08<00:27, 80.75it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 224]) torch.Size([4, 224])
Epoch 2 Train: 25%|██▍ | 718/2920 [00:08<00:27, 80.53it/s]
torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 2 Train: 25%|██▍ | 727/2920 [00:08<00:27, 79.89it/s]
torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 2 Train: 25%|██▌ | 735/2920 [00:09<00:27, 79.34it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 172]) torch.Size([4, 172])
Epoch 2 Train: 25%|██▌ | 744/2920 [00:09<00:27, 80.57it/s]
torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 296]) torch.Size([4, 296])
Epoch 2 Train: 26%|██▌ | 753/2920 [00:09<00:26, 80.70it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 264]) torch.Size([4, 264])
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 2 Train: 26%|██▌ | 762/2920 [00:09<00:26, 80.39it/s]
Epoch 2 Train: 26%|██▋ | 771/2920 [00:09<00:26, 81.04it/s]
torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 186]) torch.Size([4, 186])
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 27%|██▋ | 780/2920 [00:09<00:26, 80.61it/s]
Epoch 2 Train: 27%|██▋ | 789/2920 [00:09<00:25, 82.52it/s]
torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 664]) torch.Size([4, 664])
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 2 Train: 27%|██▋ | 798/2920 [00:09<00:26, 80.94it/s]
Epoch 2 Train: 28%|██▊ | 807/2920 [00:09<00:26, 81.23it/s]
torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 100]) torch.Size([4, 100]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 200]) torch.Size([4, 200])
torch.Size([4, 324]) torch.Size([4, 324])
Epoch 2 Train: 28%|██▊ | 816/2920 [00:10<00:26, 79.99it/s]
Epoch 2 Train: 28%|██▊ | 825/2920 [00:10<00:25, 81.85it/s]
torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 176]) torch.Size([4, 176])
torch.Size([4, 377]) torch.Size([4, 377])
Epoch 2 Train: 29%|██▊ | 834/2920 [00:10<00:25, 81.87it/s]
Epoch 2 Train: 29%|██▉ | 843/2920 [00:10<00:25, 81.12it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 2 Train: 29%|██▉ | 852/2920 [00:10<00:25, 81.19it/s]
Epoch 2 Train: 29%|██▉ | 861/2920 [00:10<00:25, 81.59it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 693]) torch.Size([4, 693]) torch.Size([4, 112]) torch.Size([4, 112]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 2 Train: 30%|██▉ | 870/2920 [00:10<00:25, 80.16it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 272]) torch.Size([4, 272])
Epoch 2 Train: 30%|███ | 879/2920 [00:10<00:25, 80.18it/s]
Epoch 2 Train: 30%|███ | 888/2920 [00:10<00:25, 80.80it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 2 Train: 31%|███ | 897/2920 [00:11<00:24, 81.61it/s]
Epoch 2 Train: 31%|███ | 906/2920 [00:11<00:24, 82.14it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 409]) torch.Size([4, 409])
Epoch 2 Train: 31%|███▏ | 915/2920 [00:11<00:24, 82.25it/s]
Epoch 2 Train: 32%|███▏ | 924/2920 [00:11<00:24, 81.14it/s]
torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 2 Train: 32%|███▏ | 933/2920 [00:11<00:24, 81.18it/s]
Epoch 2 Train: 32%|███▏ | 942/2920 [00:11<00:24, 79.37it/s]
torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 170]) torch.Size([4, 170])
Epoch 2 Train: 33%|███▎ | 951/2920 [00:11<00:24, 80.18it/s]
Epoch 2 Train: 33%|███▎ | 960/2920 [00:11<00:24, 80.86it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 665]) torch.Size([4, 665]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 334]) torch.Size([4, 334])
Epoch 2 Train: 33%|███▎ | 969/2920 [00:11<00:23, 81.29it/s]
Epoch 2 Train: 33%|███▎ | 978/2920 [00:12<00:23, 81.53it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 257]) torch.Size([4, 257])
Epoch 2 Train: 34%|███▍ | 987/2920 [00:12<00:23, 83.11it/s]
Epoch 2 Train: 34%|███▍ | 996/2920 [00:12<00:23, 80.75it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 270]) torch.Size([4, 270])
Epoch 2 Train: 34%|███▍ | 1005/2920 [00:12<00:24, 79.37it/s]
torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 104]) torch.Size([4, 104]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 697]) torch.Size([4, 697])
Epoch 2 Train: 35%|███▍ | 1014/2920 [00:12<00:23, 80.02it/s]
Epoch 2 Train: 35%|███▌ | 1024/2920 [00:12<00:22, 83.08it/s]
torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 117]) torch.Size([4, 117])
Epoch 2 Train: 35%|███▌ | 1033/2920 [00:12<00:22, 84.44it/s]
Epoch 2 Train: 36%|███▌ | 1042/2920 [00:12<00:22, 83.03it/s]
torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 516]) torch.Size([4, 516])
Epoch 2 Train: 36%|███▌ | 1051/2920 [00:12<00:22, 82.37it/s]
Epoch 2 Train: 36%|███▋ | 1060/2920 [00:13<00:22, 80.92it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 429]) torch.Size([4, 429])
Epoch 2 Train: 37%|███▋ | 1069/2920 [00:13<00:23, 78.50it/s]
Epoch 2 Train: 37%|███▋ | 1078/2920 [00:13<00:23, 79.68it/s]
torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 322]) torch.Size([4, 322])
Epoch 2 Train: 37%|███▋ | 1086/2920 [00:13<00:23, 79.60it/s]
Epoch 2 Train: 38%|███▊ | 1095/2920 [00:13<00:22, 80.02it/s]
torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 251]) torch.Size([4, 251])
Epoch 2 Train: 38%|███▊ | 1104/2920 [00:13<00:22, 81.05it/s]
Epoch 2 Train: 38%|███▊ | 1113/2920 [00:13<00:21, 82.40it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 38%|███▊ | 1122/2920 [00:13<00:21, 83.66it/s]
Epoch 2 Train: 39%|███▊ | 1131/2920 [00:13<00:21, 83.90it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 2 Train: 39%|███▉ | 1140/2920 [00:14<00:21, 84.39it/s]
Epoch 2 Train: 39%|███▉ | 1149/2920 [00:14<00:20, 84.47it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 40%|███▉ | 1158/2920 [00:14<00:21, 83.39it/s]
Epoch 2 Train: 40%|███▉ | 1167/2920 [00:14<00:20, 84.27it/s]
torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 350]) torch.Size([4, 350])
Epoch 2 Train: 40%|████ | 1176/2920 [00:14<00:20, 83.63it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 2 Train: 41%|████ | 1185/2920 [00:14<00:21, 81.84it/s]
Epoch 2 Train: 41%|████ | 1194/2920 [00:14<00:20, 82.63it/s]
torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 2 Train: 41%|████ | 1203/2920 [00:14<00:20, 82.96it/s]
Epoch 2 Train: 42%|████▏ | 1212/2920 [00:14<00:20, 84.43it/s]
torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 2 Train: 42%|████▏ | 1221/2920 [00:14<00:20, 84.48it/s]
Epoch 2 Train: 42%|████▏ | 1230/2920 [00:15<00:20, 83.20it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 128]) torch.Size([4, 128]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 2 Train: 42%|████▏ | 1239/2920 [00:15<00:20, 82.70it/s]
Epoch 2 Train: 43%|████▎ | 1248/2920 [00:15<00:20, 81.98it/s]
torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 2 Train: 43%|████▎ | 1257/2920 [00:15<00:20, 82.61it/s]
Epoch 2 Train: 43%|████▎ | 1266/2920 [00:15<00:20, 81.55it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 98]) torch.Size([4, 98]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 2 Train: 44%|████▎ | 1275/2920 [00:15<00:20, 82.09it/s]
Epoch 2 Train: 44%|████▍ | 1284/2920 [00:15<00:19, 82.46it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 142]) torch.Size([4, 142])
Epoch 2 Train: 44%|████▍ | 1293/2920 [00:15<00:19, 82.23it/s]
Epoch 2 Train: 45%|████▍ | 1302/2920 [00:15<00:19, 80.90it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 545]) torch.Size([4, 545])
Epoch 2 Train: 45%|████▍ | 1311/2920 [00:16<00:20, 80.29it/s]
Epoch 2 Train: 45%|████▌ | 1320/2920 [00:16<00:19, 80.80it/s]
torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 536]) torch.Size([4, 536])
Epoch 2 Train: 46%|████▌ | 1329/2920 [00:16<00:20, 78.71it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 383]) torch.Size([4, 383])
Epoch 2 Train: 46%|████▌ | 1338/2920 [00:16<00:20, 79.04it/s]
Epoch 2 Train: 46%|████▌ | 1347/2920 [00:16<00:19, 80.50it/s]
torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 514]) torch.Size([4, 514]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 2 Train: 46%|████▋ | 1356/2920 [00:16<00:20, 78.08it/s]
Epoch 2 Train: 47%|████▋ | 1365/2920 [00:16<00:19, 79.84it/s]
torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 530]) torch.Size([4, 530]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 318]) torch.Size([4, 318])
Epoch 2 Train: 47%|████▋ | 1374/2920 [00:16<00:18, 81.41it/s]
Epoch 2 Train: 47%|████▋ | 1383/2920 [00:16<00:18, 82.46it/s]
torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 144]) torch.Size([4, 144])
Epoch 2 Train: 48%|████▊ | 1392/2920 [00:17<00:18, 82.43it/s]
Epoch 2 Train: 48%|████▊ | 1401/2920 [00:17<00:18, 83.24it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 232]) torch.Size([4, 232])
Epoch 2 Train: 48%|████▊ | 1410/2920 [00:17<00:18, 82.54it/s]
Epoch 2 Train: 49%|████▊ | 1419/2920 [00:17<00:18, 81.25it/s]
torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 498]) torch.Size([4, 498])
Epoch 2 Train: 49%|████▉ | 1428/2920 [00:17<00:18, 81.20it/s]
Epoch 2 Train: 49%|████▉ | 1437/2920 [00:17<00:18, 80.68it/s]
torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 306]) torch.Size([4, 306])
Epoch 2 Train: 50%|████▉ | 1446/2920 [00:17<00:18, 80.74it/s]
torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 518]) torch.Size([4, 518])
Epoch 2 Train: 50%|████▉ | 1455/2920 [00:17<00:18, 79.67it/s]
Epoch 2 Train: 50%|█████ | 1464/2920 [00:17<00:17, 81.61it/s]
torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 50%|█████ | 1473/2920 [00:18<00:17, 80.46it/s]
Epoch 2 Train: 51%|█████ | 1482/2920 [00:18<00:17, 81.11it/s]
torch.Size([4, 719]) torch.Size([4, 719]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 230]) torch.Size([4, 230])
Epoch 2 Train: 51%|█████ | 1491/2920 [00:18<00:17, 81.68it/s]
Epoch 2 Train: 51%|█████▏ | 1500/2920 [00:18<00:17, 79.96it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 2 Train: 52%|█████▏ | 1509/2920 [00:18<00:17, 80.13it/s]
Epoch 2 Train: 52%|█████▏ | 1518/2920 [00:18<00:17, 80.95it/s]
torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 511]) torch.Size([4, 511]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 2 Train: 52%|█████▏ | 1527/2920 [00:18<00:16, 81.96it/s]
Epoch 2 Train: 53%|█████▎ | 1536/2920 [00:18<00:16, 82.82it/s]
torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 120]) torch.Size([4, 120]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 53%|█████▎ | 1545/2920 [00:18<00:16, 81.27it/s]
Epoch 2 Train: 53%|█████▎ | 1554/2920 [00:19<00:16, 81.77it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 2 Train: 54%|█████▎ | 1563/2920 [00:19<00:16, 81.21it/s]
torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 240]) torch.Size([4, 240])
Epoch 2 Train: 54%|█████▍ | 1572/2920 [00:19<00:16, 82.56it/s]
Epoch 2 Train: 54%|█████▍ | 1581/2920 [00:19<00:16, 83.40it/s]
torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 120]) torch.Size([4, 120]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 2 Train: 54%|█████▍ | 1590/2920 [00:19<00:16, 82.33it/s]
Epoch 2 Train: 55%|█████▍ | 1599/2920 [00:19<00:16, 81.02it/s]
torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 108]) torch.Size([4, 108])
Epoch 2 Train: 55%|█████▌ | 1608/2920 [00:19<00:15, 82.11it/s]
Epoch 2 Train: 55%|█████▌ | 1617/2920 [00:19<00:15, 82.74it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 2 Train: 56%|█████▌ | 1626/2920 [00:19<00:15, 83.34it/s]
Epoch 2 Train: 56%|█████▌ | 1635/2920 [00:20<00:15, 81.74it/s]
torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 303]) torch.Size([4, 303])
Epoch 2 Train: 56%|█████▋ | 1644/2920 [00:20<00:15, 81.87it/s]
Epoch 2 Train: 57%|█████▋ | 1653/2920 [00:20<00:15, 81.88it/s]
torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 2 Train: 57%|█████▋ | 1662/2920 [00:20<00:15, 82.02it/s]
Epoch 2 Train: 57%|█████▋ | 1671/2920 [00:20<00:15, 80.15it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 2 Train: 58%|█████▊ | 1680/2920 [00:20<00:15, 81.74it/s]
Epoch 2 Train: 58%|█████▊ | 1689/2920 [00:20<00:15, 80.61it/s]
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 2 Train: 58%|█████▊ | 1698/2920 [00:20<00:15, 81.10it/s]
torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 499]) torch.Size([4, 499]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 58%|█████▊ | 1707/2920 [00:20<00:15, 80.55it/s]
Epoch 2 Train: 59%|█████▉ | 1716/2920 [00:21<00:14, 82.14it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 2 Train: 59%|█████▉ | 1725/2920 [00:21<00:14, 82.44it/s]
Epoch 2 Train: 59%|█████▉ | 1734/2920 [00:21<00:14, 81.30it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 193]) torch.Size([4, 193])
Epoch 2 Train: 60%|█████▉ | 1743/2920 [00:21<00:14, 82.29it/s]
Epoch 2 Train: 60%|██████ | 1752/2920 [00:21<00:14, 82.85it/s]
torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 2 Train: 60%|██████ | 1761/2920 [00:21<00:14, 81.47it/s]
Epoch 2 Train: 61%|██████ | 1770/2920 [00:21<00:14, 80.00it/s]
torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 435]) torch.Size([4, 435])
Epoch 2 Train: 61%|██████ | 1779/2920 [00:21<00:14, 77.03it/s]
Epoch 2 Train: 61%|██████ | 1787/2920 [00:21<00:14, 77.68it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 506]) torch.Size([4, 506])
Epoch 2 Train: 61%|██████▏ | 1795/2920 [00:22<00:14, 77.12it/s]
Epoch 2 Train: 62%|██████▏ | 1804/2920 [00:22<00:14, 77.69it/s]
torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 2 Train: 62%|██████▏ | 1813/2920 [00:22<00:13, 79.21it/s]
Epoch 2 Train: 62%|██████▏ | 1821/2920 [00:22<00:14, 78.41it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 725]) torch.Size([4, 725]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 424]) torch.Size([4, 424])
Epoch 2 Train: 63%|██████▎ | 1829/2920 [00:22<00:13, 78.27it/s]
Epoch 2 Train: 63%|██████▎ | 1839/2920 [00:22<00:13, 81.85it/s]
torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 273]) torch.Size([4, 273])
Epoch 2 Train: 63%|██████▎ | 1848/2920 [00:22<00:13, 80.80it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 2 Train: 64%|██████▎ | 1857/2920 [00:22<00:13, 79.71it/s]
Epoch 2 Train: 64%|██████▍ | 1866/2920 [00:22<00:13, 80.48it/s]
torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 2 Train: 64%|██████▍ | 1875/2920 [00:23<00:12, 81.02it/s]
Epoch 2 Train: 65%|██████▍ | 1884/2920 [00:23<00:12, 81.61it/s]
torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 2 Train: 65%|██████▍ | 1893/2920 [00:23<00:12, 81.68it/s]
Epoch 2 Train: 65%|██████▌ | 1902/2920 [00:23<00:12, 82.60it/s]
torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 260]) torch.Size([4, 260])
Epoch 2 Train: 65%|██████▌ | 1911/2920 [00:23<00:12, 81.89it/s]
Epoch 2 Train: 66%|██████▌ | 1920/2920 [00:23<00:12, 81.05it/s]
torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 103]) torch.Size([4, 103]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 197]) torch.Size([4, 197])
Epoch 2 Train: 66%|██████▌ | 1929/2920 [00:23<00:11, 82.60it/s]
Epoch 2 Train: 66%|██████▋ | 1938/2920 [00:23<00:11, 83.27it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 155]) torch.Size([4, 155])
Epoch 2 Train: 67%|██████▋ | 1947/2920 [00:23<00:11, 84.41it/s]
Epoch 2 Train: 67%|██████▋ | 1956/2920 [00:24<00:11, 83.76it/s]
torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 2 Train: 67%|██████▋ | 1965/2920 [00:24<00:11, 81.54it/s]
Epoch 2 Train: 68%|██████▊ | 1974/2920 [00:24<00:11, 81.25it/s]
torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 460]) torch.Size([4, 460])
Epoch 2 Train: 68%|██████▊ | 1983/2920 [00:24<00:11, 79.30it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 165]) torch.Size([4, 165])
Epoch 2 Train: 68%|██████▊ | 1992/2920 [00:24<00:11, 80.59it/s]
Epoch 2 Train: 69%|██████▊ | 2001/2920 [00:24<00:11, 79.92it/s]
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 199]) torch.Size([4, 199])
Epoch 2 Train: 69%|██████▉ | 2010/2920 [00:24<00:11, 80.70it/s]
Epoch 2 Train: 69%|██████▉ | 2019/2920 [00:24<00:11, 80.19it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 781]) torch.Size([4, 781]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 275]) torch.Size([4, 275])
Epoch 2 Train: 69%|██████▉ | 2028/2920 [00:24<00:11, 80.25it/s]
Epoch 2 Train: 70%|██████▉ | 2037/2920 [00:25<00:10, 81.88it/s]
torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 2 Train: 70%|███████ | 2046/2920 [00:25<00:10, 82.71it/s]
Epoch 2 Train: 70%|███████ | 2055/2920 [00:25<00:10, 82.58it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 258]) torch.Size([4, 258])
Epoch 2 Train: 71%|███████ | 2064/2920 [00:25<00:10, 83.06it/s]
Epoch 2 Train: 71%|███████ | 2073/2920 [00:25<00:10, 82.60it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 690]) torch.Size([4, 690]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 2 Train: 71%|███████▏ | 2082/2920 [00:25<00:10, 81.12it/s]
Epoch 2 Train: 72%|███████▏ | 2091/2920 [00:25<00:10, 82.24it/s]
torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 449]) torch.Size([4, 449])
Epoch 2 Train: 72%|███████▏ | 2100/2920 [00:25<00:09, 82.14it/s]
Epoch 2 Train: 72%|███████▏ | 2110/2920 [00:25<00:09, 84.50it/s]
torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 121]) torch.Size([4, 121]) torch.Size([4, 137]) torch.Size([4, 137]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 2 Train: 73%|███████▎ | 2119/2920 [00:26<00:09, 83.01it/s]
Epoch 2 Train: 73%|███████▎ | 2128/2920 [00:26<00:09, 81.02it/s]
torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 2 Train: 73%|███████▎ | 2137/2920 [00:26<00:09, 80.75it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 111]) torch.Size([4, 111]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 532]) torch.Size([4, 532])
Epoch 2 Train: 73%|███████▎ | 2146/2920 [00:26<00:09, 81.43it/s]
Epoch 2 Train: 74%|███████▍ | 2155/2920 [00:26<00:09, 79.61it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 595]) torch.Size([4, 595]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 467]) torch.Size([4, 467])
Epoch 2 Train: 74%|███████▍ | 2163/2920 [00:26<00:09, 78.92it/s]
Epoch 2 Train: 74%|███████▍ | 2171/2920 [00:26<00:09, 79.11it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 510]) torch.Size([4, 510])
Epoch 2 Train: 75%|███████▍ | 2180/2920 [00:26<00:09, 80.63it/s]
Epoch 2 Train: 75%|███████▍ | 2189/2920 [00:26<00:09, 79.59it/s]
torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 2 Train: 75%|███████▌ | 2198/2920 [00:27<00:08, 81.42it/s]
Epoch 2 Train: 76%|███████▌ | 2207/2920 [00:27<00:08, 81.06it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 222]) torch.Size([4, 222])
Epoch 2 Train: 76%|███████▌ | 2216/2920 [00:27<00:08, 81.02it/s]
Epoch 2 Train: 76%|███████▌ | 2225/2920 [00:27<00:08, 80.87it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 2 Train: 77%|███████▋ | 2234/2920 [00:27<00:08, 81.71it/s]
Epoch 2 Train: 77%|███████▋ | 2243/2920 [00:27<00:08, 81.78it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 329]) torch.Size([4, 329])
Epoch 2 Train: 77%|███████▋ | 2252/2920 [00:27<00:08, 82.37it/s]
Epoch 2 Train: 77%|███████▋ | 2261/2920 [00:27<00:08, 82.06it/s]
torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 205]) torch.Size([4, 205])
Epoch 2 Train: 78%|███████▊ | 2270/2920 [00:27<00:08, 80.98it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 436]) torch.Size([4, 436])
Epoch 2 Train: 78%|███████▊ | 2279/2920 [00:28<00:07, 81.70it/s]
Epoch 2 Train: 78%|███████▊ | 2288/2920 [00:28<00:07, 81.63it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 202]) torch.Size([4, 202])
Epoch 2 Train: 79%|███████▊ | 2297/2920 [00:28<00:07, 82.62it/s]
Epoch 2 Train: 79%|███████▉ | 2306/2920 [00:28<00:07, 81.80it/s]
torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 279]) torch.Size([4, 279])
Epoch 2 Train: 79%|███████▉ | 2315/2920 [00:28<00:07, 82.49it/s]
Epoch 2 Train: 80%|███████▉ | 2324/2920 [00:28<00:07, 81.81it/s]
torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 153]) torch.Size([4, 153])
Epoch 2 Train: 80%|███████▉ | 2333/2920 [00:28<00:07, 81.53it/s]
Epoch 2 Train: 80%|████████ | 2342/2920 [00:28<00:07, 82.52it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 597]) torch.Size([4, 597]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 235]) torch.Size([4, 235])
Epoch 2 Train: 81%|████████ | 2351/2920 [00:28<00:06, 82.50it/s]
Epoch 2 Train: 81%|████████ | 2360/2920 [00:28<00:06, 81.89it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 2 Train: 81%|████████ | 2369/2920 [00:29<00:06, 81.83it/s]
Epoch 2 Train: 81%|████████▏ | 2378/2920 [00:29<00:06, 81.63it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 647]) torch.Size([4, 647]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 580]) torch.Size([4, 580])
Epoch 2 Train: 82%|████████▏ | 2387/2920 [00:29<00:06, 81.66it/s]
Epoch 2 Train: 82%|████████▏ | 2396/2920 [00:29<00:06, 82.09it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 2 Train: 82%|████████▏ | 2405/2920 [00:29<00:06, 81.88it/s]
torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 371]) torch.Size([4, 371])
Epoch 2 Train: 83%|████████▎ | 2414/2920 [00:29<00:06, 80.14it/s]
Epoch 2 Train: 83%|████████▎ | 2423/2920 [00:29<00:06, 81.39it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 485]) torch.Size([4, 485])
Epoch 2 Train: 83%|████████▎ | 2432/2920 [00:29<00:05, 82.13it/s]
Epoch 2 Train: 84%|████████▎ | 2441/2920 [00:29<00:05, 83.57it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 432]) torch.Size([4, 432])
Epoch 2 Train: 84%|████████▍ | 2450/2920 [00:30<00:05, 83.73it/s]
Epoch 2 Train: 84%|████████▍ | 2459/2920 [00:30<00:05, 82.07it/s]
torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 571]) torch.Size([4, 571])
Epoch 2 Train: 85%|████████▍ | 2468/2920 [00:30<00:05, 75.43it/s]
Epoch 2 Train: 85%|████████▍ | 2476/2920 [00:30<00:05, 75.88it/s]
torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 282]) torch.Size([4, 282])
Epoch 2 Train: 85%|████████▌ | 2484/2920 [00:30<00:05, 76.88it/s]
Epoch 2 Train: 85%|████████▌ | 2493/2920 [00:30<00:05, 78.23it/s]
torch.Size([4, 551]) torch.Size([4, 551]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 2 Train: 86%|████████▌ | 2501/2920 [00:30<00:05, 78.43it/s]
Epoch 2 Train: 86%|████████▌ | 2509/2920 [00:30<00:05, 77.79it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 321]) torch.Size([4, 321])
Epoch 2 Train: 86%|████████▌ | 2518/2920 [00:30<00:05, 79.02it/s]
Epoch 2 Train: 87%|████████▋ | 2527/2920 [00:31<00:04, 79.78it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 326]) torch.Size([4, 326])
Epoch 2 Train: 87%|████████▋ | 2536/2920 [00:31<00:04, 79.95it/s]
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 454]) torch.Size([4, 454])
Epoch 2 Train: 87%|████████▋ | 2545/2920 [00:31<00:05, 68.45it/s]
Epoch 2 Train: 87%|████████▋ | 2553/2920 [00:31<00:05, 71.09it/s]
torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 252]) torch.Size([4, 252])
Epoch 2 Train: 88%|████████▊ | 2562/2920 [00:31<00:04, 74.65it/s]
Epoch 2 Train: 88%|████████▊ | 2571/2920 [00:31<00:04, 77.32it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 2 Train: 88%|████████▊ | 2579/2920 [00:31<00:04, 77.30it/s]
Epoch 2 Train: 89%|████████▊ | 2588/2920 [00:31<00:04, 78.50it/s]
torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 458]) torch.Size([4, 458])
Epoch 2 Train: 89%|████████▉ | 2596/2920 [00:32<00:04, 77.95it/s]
Epoch 2 Train: 89%|████████▉ | 2605/2920 [00:32<00:03, 79.45it/s]
torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 552]) torch.Size([4, 552]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 393]) torch.Size([4, 393])
Epoch 2 Train: 89%|████████▉ | 2613/2920 [00:32<00:03, 79.34it/s]
Epoch 2 Train: 90%|████████▉ | 2621/2920 [00:32<00:03, 77.84it/s]
torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 450]) torch.Size([4, 450])
Epoch 2 Train: 90%|█████████ | 2630/2920 [00:32<00:03, 78.57it/s]
Epoch 2 Train: 90%|█████████ | 2638/2920 [00:32<00:03, 77.84it/s]
torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 92]) torch.Size([4, 92]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 441]) torch.Size([4, 441])
Epoch 2 Train: 91%|█████████ | 2646/2920 [00:32<00:03, 77.21it/s]
torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 287]) torch.Size([4, 287])
Epoch 2 Train: 91%|█████████ | 2654/2920 [00:32<00:03, 76.45it/s]
Epoch 2 Train: 91%|█████████ | 2663/2920 [00:32<00:03, 79.01it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 123]) torch.Size([4, 123])
Epoch 2 Train: 92%|█████████▏| 2672/2920 [00:32<00:03, 80.78it/s]
Epoch 2 Train: 92%|█████████▏| 2681/2920 [00:33<00:02, 81.21it/s]
torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 2 Train: 92%|█████████▏| 2690/2920 [00:33<00:02, 82.17it/s]
Epoch 2 Train: 92%|█████████▏| 2699/2920 [00:33<00:02, 83.53it/s]
torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 2 Train: 93%|█████████▎| 2708/2920 [00:33<00:02, 82.06it/s]
Epoch 2 Train: 93%|█████████▎| 2717/2920 [00:33<00:02, 79.77it/s]
torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 796]) torch.Size([4, 796]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 124]) torch.Size([4, 124]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 2 Train: 93%|█████████▎| 2725/2920 [00:33<00:02, 79.13it/s]
Epoch 2 Train: 94%|█████████▎| 2734/2920 [00:33<00:02, 80.24it/s]
torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 290]) torch.Size([4, 290])
Epoch 2 Train: 94%|█████████▍| 2743/2920 [00:33<00:02, 79.91it/s]
Epoch 2 Train: 94%|█████████▍| 2752/2920 [00:33<00:02, 80.36it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 2 Train: 95%|█████████▍| 2761/2920 [00:34<00:02, 79.07it/s]
Epoch 2 Train: 95%|█████████▍| 2769/2920 [00:34<00:01, 77.97it/s]
torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 400]) torch.Size([4, 400])
Epoch 2 Train: 95%|█████████▌| 2778/2920 [00:34<00:01, 80.90it/s]
Epoch 2 Train: 95%|█████████▌| 2787/2920 [00:34<00:01, 81.19it/s]
torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 116]) torch.Size([4, 116]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 152]) torch.Size([4, 152]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 2 Train: 96%|█████████▌| 2796/2920 [00:34<00:01, 80.80it/s]
Epoch 2 Train: 96%|█████████▌| 2805/2920 [00:34<00:01, 81.88it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 103]) torch.Size([4, 103]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 2 Train: 96%|█████████▋| 2814/2920 [00:34<00:01, 80.58it/s]
torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 2 Train: 97%|█████████▋| 2823/2920 [00:34<00:01, 81.56it/s]
Epoch 2 Train: 97%|█████████▋| 2832/2920 [00:34<00:01, 83.26it/s]
torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 2 Train: 97%|█████████▋| 2841/2920 [00:35<00:00, 80.21it/s]
Epoch 2 Train: 98%|█████████▊| 2850/2920 [00:35<00:00, 80.57it/s]
torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 92]) torch.Size([4, 92]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 2 Train: 98%|█████████▊| 2859/2920 [00:35<00:00, 79.22it/s]
Epoch 2 Train: 98%|█████████▊| 2868/2920 [00:35<00:00, 80.70it/s]
torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 2 Train: 99%|█████████▊| 2877/2920 [00:35<00:00, 81.59it/s]
Epoch 2 Train: 99%|█████████▉| 2886/2920 [00:35<00:00, 83.08it/s]
torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 401]) torch.Size([4, 401])
Epoch 2 Train: 99%|█████████▉| 2895/2920 [00:35<00:00, 81.09it/s]
Epoch 2 Train: 99%|█████████▉| 2904/2920 [00:35<00:00, 81.43it/s]
torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 263]) torch.Size([4, 263])
Epoch 2 Train: 100%|█████████▉| 2913/2920 [00:35<00:00, 79.09it/s]
torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 474]) torch.Size([4, 474])
Epoch 3 Train: 0%| | 0/2920 [00:00<?, ?it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 299]) torch.Size([4, 299])
Epoch 3 Train: 0%| | 8/2920 [00:00<00:37, 77.52it/s]
torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 195]) torch.Size([4, 195])
Epoch 3 Train: 1%| | 17/2920 [00:00<00:35, 82.34it/s]
torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 369]) torch.Size([4, 369])
Epoch 3 Train: 1%| | 26/2920 [00:00<00:35, 80.98it/s]
torch.Size([4, 697]) torch.Size([4, 697]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 389]) torch.Size([4, 389])
Epoch 3 Train: 1%| | 35/2920 [00:00<00:36, 79.78it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 3 Train: 2%|▏ | 44/2920 [00:00<00:35, 81.32it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 414]) torch.Size([4, 414])
Epoch 3 Train: 2%|▏ | 53/2920 [00:00<00:35, 81.79it/s]
torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 352]) torch.Size([4, 352])
Epoch 3 Train: 2%|▏ | 63/2920 [00:00<00:33, 84.66it/s]
torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 250]) torch.Size([4, 250])
Epoch 3 Train: 2%|▏ | 72/2920 [00:00<00:33, 85.37it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 3 Train: 3%|▎ | 81/2920 [00:00<00:33, 85.82it/s]
torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 345]) torch.Size([4, 345])
Epoch 3 Train: 3%|▎ | 90/2920 [00:01<00:32, 85.86it/s]
torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 336]) torch.Size([4, 336])
Epoch 3 Train: 3%|▎ | 99/2920 [00:01<00:34, 81.94it/s]
torch.Size([4, 525]) torch.Size([4, 525]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 232]) torch.Size([4, 232])
torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 3 Train: 4%|▎ | 108/2920 [00:01<00:34, 81.63it/s]
Epoch 3 Train: 4%|▍ | 117/2920 [00:01<00:34, 81.68it/s]
torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 360]) torch.Size([4, 360])
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 3 Train: 4%|▍ | 126/2920 [00:01<00:34, 81.43it/s]
Epoch 3 Train: 5%|▍ | 135/2920 [00:01<00:34, 81.59it/s]
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 371]) torch.Size([4, 371])
torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 313]) torch.Size([4, 313])
Epoch 3 Train: 5%|▍ | 144/2920 [00:01<00:34, 81.43it/s]
Epoch 3 Train: 5%|▌ | 153/2920 [00:01<00:34, 80.60it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 352]) torch.Size([4, 352])
torch.Size([4, 647]) torch.Size([4, 647]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 176]) torch.Size([4, 176])
Epoch 3 Train: 6%|▌ | 162/2920 [00:01<00:33, 81.73it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 150]) torch.Size([4, 150]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 179]) torch.Size([4, 179])
Epoch 3 Train: 6%|▌ | 171/2920 [00:02<00:33, 82.60it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 479]) torch.Size([4, 479])
Epoch 3 Train: 6%|▌ | 180/2920 [00:02<00:33, 81.36it/s]
torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 535]) torch.Size([4, 535])
Epoch 3 Train: 6%|▋ | 189/2920 [00:02<00:33, 81.55it/s]
torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 3 Train: 7%|▋ | 198/2920 [00:02<00:33, 82.10it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 267]) torch.Size([4, 267])
Epoch 3 Train: 7%|▋ | 207/2920 [00:02<00:32, 82.63it/s]
torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 396]) torch.Size([4, 396])
Epoch 3 Train: 7%|▋ | 216/2920 [00:02<00:32, 82.76it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 3 Train: 8%|▊ | 225/2920 [00:02<00:33, 81.46it/s]
torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 3 Train: 8%|▊ | 234/2920 [00:02<00:32, 82.55it/s]
torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 3 Train: 8%|▊ | 243/2920 [00:02<00:31, 84.03it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 3 Train: 9%|▊ | 252/2920 [00:03<00:31, 84.00it/s]
torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 452]) torch.Size([4, 452]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 206]) torch.Size([4, 206])
Epoch 3 Train: 9%|▉ | 261/2920 [00:03<00:32, 83.05it/s]
torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 477]) torch.Size([4, 477]) torch.Size([4, 186]) torch.Size([4, 186])
Epoch 3 Train: 9%|▉ | 270/2920 [00:03<00:32, 82.78it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 123]) torch.Size([4, 123])
torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 310]) torch.Size([4, 310])
Epoch 3 Train: 10%|▉ | 279/2920 [00:03<00:31, 84.24it/s]
Epoch 3 Train: 10%|▉ | 288/2920 [00:03<00:32, 81.61it/s]
torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 657]) torch.Size([4, 657]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 313]) torch.Size([4, 313])
torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 351]) torch.Size([4, 351])
Epoch 3 Train: 10%|█ | 297/2920 [00:03<00:32, 81.15it/s]
Epoch 3 Train: 10%|█ | 306/2920 [00:03<00:32, 81.01it/s]
torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 185]) torch.Size([4, 185])
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 3 Train: 11%|█ | 315/2920 [00:03<00:31, 82.57it/s]
Epoch 3 Train: 11%|█ | 324/2920 [00:03<00:31, 83.24it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 280]) torch.Size([4, 280])
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 3 Train: 11%|█▏ | 333/2920 [00:04<00:31, 82.96it/s]
torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 3 Train: 12%|█▏ | 342/2920 [00:04<00:31, 81.29it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 3 Train: 12%|█▏ | 351/2920 [00:04<00:31, 81.89it/s]
torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 760]) torch.Size([4, 760]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 546]) torch.Size([4, 546]) torch.Size([4, 388]) torch.Size([4, 388])
Epoch 3 Train: 12%|█▏ | 360/2920 [00:04<00:31, 81.01it/s]
torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 426]) torch.Size([4, 426]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 102]) torch.Size([4, 102]) torch.Size([4, 207]) torch.Size([4, 207])
Epoch 3 Train: 13%|█▎ | 369/2920 [00:04<00:31, 81.40it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 717]) torch.Size([4, 717]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 392]) torch.Size([4, 392])
Epoch 3 Train: 13%|█▎ | 378/2920 [00:04<00:30, 82.06it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 13%|█▎ | 387/2920 [00:04<00:30, 81.91it/s]
torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 399]) torch.Size([4, 399])
Epoch 3 Train: 14%|█▎ | 396/2920 [00:04<00:31, 80.40it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 504]) torch.Size([4, 504])
Epoch 3 Train: 14%|█▍ | 405/2920 [00:04<00:31, 79.42it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 637]) torch.Size([4, 637]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 3 Train: 14%|█▍ | 413/2920 [00:05<00:31, 78.88it/s]
torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 268]) torch.Size([4, 268])
Epoch 3 Train: 14%|█▍ | 421/2920 [00:05<00:31, 78.94it/s]
torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 3 Train: 15%|█▍ | 430/2920 [00:05<00:30, 81.28it/s]
torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 505]) torch.Size([4, 505])
Epoch 3 Train: 15%|█▌ | 439/2920 [00:05<00:30, 82.06it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 731]) torch.Size([4, 731]) torch.Size([4, 457]) torch.Size([4, 457])
torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 188]) torch.Size([4, 188])
Epoch 3 Train: 15%|█▌ | 448/2920 [00:05<00:30, 80.29it/s]
Epoch 3 Train: 16%|█▌ | 457/2920 [00:05<00:30, 80.99it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 342]) torch.Size([4, 342])
torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 3 Train: 16%|█▌ | 466/2920 [00:05<00:30, 80.19it/s]
Epoch 3 Train: 16%|█▋ | 475/2920 [00:05<00:29, 81.73it/s]
torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 336]) torch.Size([4, 336])
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 3 Train: 17%|█▋ | 484/2920 [00:05<00:30, 80.71it/s]
Epoch 3 Train: 17%|█▋ | 493/2920 [00:06<00:29, 81.26it/s]
torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 283]) torch.Size([4, 283])
torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 269]) torch.Size([4, 269])
Epoch 3 Train: 17%|█▋ | 502/2920 [00:06<00:29, 81.77it/s]
Epoch 3 Train: 18%|█▊ | 511/2920 [00:06<00:29, 82.55it/s]
torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 433]) torch.Size([4, 433])
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 212]) torch.Size([4, 212])
Epoch 3 Train: 18%|█▊ | 520/2920 [00:06<00:28, 83.10it/s]
torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 471]) torch.Size([4, 471]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 3 Train: 18%|█▊ | 529/2920 [00:06<00:28, 82.99it/s]
torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 150]) torch.Size([4, 150])
Epoch 3 Train: 18%|█▊ | 538/2920 [00:06<00:28, 84.96it/s]
torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 574]) torch.Size([4, 574]) torch.Size([4, 256]) torch.Size([4, 256])
Epoch 3 Train: 19%|█▊ | 547/2920 [00:06<00:28, 84.64it/s]
torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 320]) torch.Size([4, 320])
Epoch 3 Train: 19%|█▉ | 556/2920 [00:06<00:28, 83.66it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 592]) torch.Size([4, 592]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 395]) torch.Size([4, 395])
Epoch 3 Train: 19%|█▉ | 565/2920 [00:06<00:28, 83.80it/s]
torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 3 Train: 20%|█▉ | 574/2920 [00:06<00:27, 84.28it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 321]) torch.Size([4, 321])
Epoch 3 Train: 20%|█▉ | 583/2920 [00:07<00:27, 84.28it/s]
torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 191]) torch.Size([4, 191])
Epoch 3 Train: 20%|██ | 592/2920 [00:07<00:27, 84.67it/s]
torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 471]) torch.Size([4, 471])
torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 465]) torch.Size([4, 465])
Epoch 3 Train: 21%|██ | 601/2920 [00:07<00:28, 82.36it/s]
Epoch 3 Train: 21%|██ | 610/2920 [00:07<00:27, 83.69it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 556]) torch.Size([4, 556]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 451]) torch.Size([4, 451])
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 325]) torch.Size([4, 325])
Epoch 3 Train: 21%|██ | 619/2920 [00:07<00:27, 83.46it/s]
Epoch 3 Train: 22%|██▏ | 628/2920 [00:07<00:27, 83.75it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 597]) torch.Size([4, 597])
torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 368]) torch.Size([4, 368])
Epoch 3 Train: 22%|██▏ | 637/2920 [00:07<00:27, 83.02it/s]
Epoch 3 Train: 22%|██▏ | 646/2920 [00:07<00:27, 82.57it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 537]) torch.Size([4, 537]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 362]) torch.Size([4, 362])
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 253]) torch.Size([4, 253])
Epoch 3 Train: 22%|██▏ | 655/2920 [00:07<00:27, 83.18it/s]
Epoch 3 Train: 23%|██▎ | 664/2920 [00:08<00:27, 82.21it/s]
torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 598]) torch.Size([4, 598]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 519]) torch.Size([4, 519]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 374]) torch.Size([4, 374])
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 551]) torch.Size([4, 551])
Epoch 3 Train: 23%|██▎ | 673/2920 [00:08<00:27, 81.65it/s]
Epoch 3 Train: 23%|██▎ | 682/2920 [00:08<00:26, 83.45it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 342]) torch.Size([4, 342])
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 166]) torch.Size([4, 166])
Epoch 3 Train: 24%|██▎ | 691/2920 [00:08<00:26, 84.27it/s]
Epoch 3 Train: 24%|██▍ | 700/2920 [00:08<00:26, 84.05it/s]
torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 273]) torch.Size([4, 273])
torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 453]) torch.Size([4, 453])
Epoch 3 Train: 24%|██▍ | 709/2920 [00:08<00:26, 82.12it/s]
Epoch 3 Train: 25%|██▍ | 719/2920 [00:08<00:26, 83.64it/s]
torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 172]) torch.Size([4, 172]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 224]) torch.Size([4, 224])
torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 373]) torch.Size([4, 373])
Epoch 3 Train: 25%|██▍ | 728/2920 [00:08<00:26, 83.91it/s]
Epoch 3 Train: 25%|██▌ | 737/2920 [00:08<00:26, 83.33it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 255]) torch.Size([4, 255])
torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 3 Train: 26%|██▌ | 746/2920 [00:09<00:26, 82.33it/s]
torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 492]) torch.Size([4, 492]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 271]) torch.Size([4, 271])
Epoch 3 Train: 26%|██▌ | 755/2920 [00:09<00:26, 81.07it/s]
torch.Size([4, 359]) torch.Size([4, 359])
Epoch 3 Train: 26%|██▌ | 764/2920 [00:09<00:26, 81.06it/s]
torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 398]) torch.Size([4, 398])
torch.Size([4, 301]) torch.Size([4, 301])
Epoch 3 Train: 26%|██▋ | 773/2920 [00:09<00:26, 80.79it/s]
Epoch 3 Train: 27%|██▋ | 782/2920 [00:09<00:26, 82.05it/s]
torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 155]) torch.Size([4, 155])
torch.Size([4, 319]) torch.Size([4, 319])
Epoch 3 Train: 27%|██▋ | 791/2920 [00:09<00:26, 81.27it/s]
Epoch 3 Train: 27%|██▋ | 800/2920 [00:09<00:25, 83.02it/s]
torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 775]) torch.Size([4, 775]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 344]) torch.Size([4, 344])
torch.Size([4, 198]) torch.Size([4, 198])
Epoch 3 Train: 28%|██▊ | 809/2920 [00:09<00:25, 82.17it/s]
Epoch 3 Train: 28%|██▊ | 818/2920 [00:09<00:25, 82.83it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 378]) torch.Size([4, 378])
torch.Size([4, 740]) torch.Size([4, 740])
Epoch 3 Train: 28%|██▊ | 827/2920 [00:10<00:25, 81.07it/s]
Epoch 3 Train: 29%|██▊ | 836/2920 [00:10<00:25, 81.40it/s]
torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 470]) torch.Size([4, 470]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 272]) torch.Size([4, 272])
torch.Size([4, 296]) torch.Size([4, 296])
Epoch 3 Train: 29%|██▉ | 845/2920 [00:10<00:25, 82.30it/s]
Epoch 3 Train: 29%|██▉ | 854/2920 [00:10<00:25, 81.45it/s]
torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 276]) torch.Size([4, 276])
torch.Size([4, 367]) torch.Size([4, 367])
Epoch 3 Train: 30%|██▉ | 863/2920 [00:10<00:25, 80.84it/s]
Epoch 3 Train: 30%|██▉ | 872/2920 [00:10<00:24, 82.80it/s]
torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 423]) torch.Size([4, 423])
torch.Size([4, 250]) torch.Size([4, 250])
Epoch 3 Train: 30%|███ | 881/2920 [00:10<00:24, 83.22it/s]
Epoch 3 Train: 30%|███ | 890/2920 [00:10<00:24, 83.22it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 412]) torch.Size([4, 412]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 348]) torch.Size([4, 348])
torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 155]) torch.Size([4, 155])
Epoch 3 Train: 31%|███ | 899/2920 [00:10<00:24, 82.43it/s]
torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 742]) torch.Size([4, 742]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 139]) torch.Size([4, 139]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 3 Train: 31%|███ | 908/2920 [00:11<00:24, 83.55it/s]
torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 3 Train: 31%|███▏ | 917/2920 [00:11<00:23, 84.00it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 3 Train: 32%|███▏ | 926/2920 [00:11<00:23, 83.58it/s]
torch.Size([4, 300]) torch.Size([4, 300])
Epoch 3 Train: 32%|███▏ | 935/2920 [00:11<00:23, 82.80it/s]
torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 377]) torch.Size([4, 377])
torch.Size([4, 283]) torch.Size([4, 283])
Epoch 3 Train: 32%|███▏ | 944/2920 [00:11<00:23, 82.76it/s]
Epoch 3 Train: 33%|███▎ | 953/2920 [00:11<00:23, 82.81it/s]
torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 401]) torch.Size([4, 401])
torch.Size([4, 222]) torch.Size([4, 222])
Epoch 3 Train: 33%|███▎ | 962/2920 [00:11<00:23, 83.05it/s]
Epoch 3 Train: 33%|███▎ | 971/2920 [00:11<00:23, 84.71it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 154]) torch.Size([4, 154])
torch.Size([4, 255]) torch.Size([4, 255])
Epoch 3 Train: 34%|███▎ | 980/2920 [00:11<00:22, 84.98it/s]
Epoch 3 Train: 34%|███▍ | 989/2920 [00:11<00:22, 84.95it/s]
torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 125]) torch.Size([4, 125]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 328]) torch.Size([4, 328])
torch.Size([4, 412]) torch.Size([4, 412])
Epoch 3 Train: 34%|███▍ | 998/2920 [00:12<00:22, 84.15it/s]
Epoch 3 Train: 34%|███▍ | 1007/2920 [00:12<00:22, 83.25it/s]
torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 631]) torch.Size([4, 631]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 145]) torch.Size([4, 145]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 454]) torch.Size([4, 454])
torch.Size([4, 354]) torch.Size([4, 354])
Epoch 3 Train: 35%|███▍ | 1016/2920 [00:12<00:23, 82.59it/s]
Epoch 3 Train: 35%|███▌ | 1025/2920 [00:12<00:23, 82.15it/s]
torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 417]) torch.Size([4, 417]) torch.Size([4, 305]) torch.Size([4, 305])
torch.Size([4, 299]) torch.Size([4, 299])
Epoch 3 Train: 35%|███▌ | 1034/2920 [00:12<00:23, 81.92it/s]
Epoch 3 Train: 36%|███▌ | 1043/2920 [00:12<00:22, 82.11it/s]
torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 229]) torch.Size([4, 229])
torch.Size([4, 518]) torch.Size([4, 518])
Epoch 3 Train: 36%|███▌ | 1052/2920 [00:12<00:22, 82.15it/s]
Epoch 3 Train: 36%|███▋ | 1061/2920 [00:12<00:22, 83.49it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 398]) torch.Size([4, 398]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 140]) torch.Size([4, 140]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 272]) torch.Size([4, 272])
torch.Size([4, 278]) torch.Size([4, 278])
Epoch 3 Train: 37%|███▋ | 1070/2920 [00:12<00:22, 82.16it/s]
Epoch 3 Train: 37%|███▋ | 1079/2920 [00:13<00:22, 82.14it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 494]) torch.Size([4, 494]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 300]) torch.Size([4, 300])
Epoch 3 Train: 37%|███▋ | 1088/2920 [00:13<00:22, 81.60it/s]
Epoch 3 Train: 38%|███▊ | 1097/2920 [00:13<00:22, 82.77it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 643]) torch.Size([4, 643]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 265]) torch.Size([4, 265])
Epoch 3 Train: 38%|███▊ | 1106/2920 [00:13<00:22, 82.40it/s]
torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 478]) torch.Size([4, 478]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 177]) torch.Size([4, 177])
Epoch 3 Train: 38%|███▊ | 1115/2920 [00:13<00:22, 81.09it/s]
Epoch 3 Train: 38%|███▊ | 1124/2920 [00:13<00:21, 82.13it/s]
torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 160]) torch.Size([4, 160]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 665]) torch.Size([4, 665]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 295]) torch.Size([4, 295])
Epoch 3 Train: 39%|███▉ | 1133/2920 [00:13<00:22, 80.56it/s]
Epoch 3 Train: 39%|███▉ | 1142/2920 [00:13<00:21, 81.20it/s]
torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 102]) torch.Size([4, 102]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 227]) torch.Size([4, 227])
Epoch 3 Train: 39%|███▉ | 1151/2920 [00:13<00:21, 81.83it/s]
Epoch 3 Train: 40%|███▉ | 1160/2920 [00:14<00:21, 82.32it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 3 Train: 40%|████ | 1169/2920 [00:14<00:21, 81.57it/s]
Epoch 3 Train: 40%|████ | 1178/2920 [00:14<00:21, 82.35it/s]
torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 507]) torch.Size([4, 507]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 520]) torch.Size([4, 520]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 451]) torch.Size([4, 451]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 3 Train: 41%|████ | 1187/2920 [00:14<00:20, 83.09it/s]
Epoch 3 Train: 41%|████ | 1196/2920 [00:14<00:20, 82.29it/s]
torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 257]) torch.Size([4, 257]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 244]) torch.Size([4, 244])
Epoch 3 Train: 41%|████▏ | 1205/2920 [00:14<00:20, 82.86it/s]
Epoch 3 Train: 42%|████▏ | 1214/2920 [00:14<00:20, 83.37it/s]
torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 524]) torch.Size([4, 524]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 363]) torch.Size([4, 363])
Epoch 3 Train: 42%|████▏ | 1223/2920 [00:14<00:20, 82.44it/s]
Epoch 3 Train: 42%|████▏ | 1232/2920 [00:14<00:20, 82.28it/s]
torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 690]) torch.Size([4, 690]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 523]) torch.Size([4, 523])
Epoch 3 Train: 42%|████▎ | 1241/2920 [00:15<00:20, 83.50it/s]
Epoch 3 Train: 43%|████▎ | 1250/2920 [00:15<00:20, 83.49it/s]
torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 209]) torch.Size([4, 209])
Epoch 3 Train: 43%|████▎ | 1259/2920 [00:15<00:19, 84.77it/s]
Epoch 3 Train: 43%|████▎ | 1268/2920 [00:15<00:19, 83.39it/s]
torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 202]) torch.Size([4, 202]) torch.Size([4, 552]) torch.Size([4, 552]) torch.Size([4, 297]) torch.Size([4, 297])
Epoch 3 Train: 44%|████▎ | 1277/2920 [00:15<00:19, 82.61it/s]
Epoch 3 Train: 44%|████▍ | 1286/2920 [00:15<00:19, 83.97it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 413]) torch.Size([4, 413]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 419]) torch.Size([4, 419])
Epoch 3 Train: 44%|████▍ | 1295/2920 [00:15<00:19, 84.40it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 274]) torch.Size([4, 274])
Epoch 3 Train: 45%|████▍ | 1304/2920 [00:15<00:19, 82.75it/s]
Epoch 3 Train: 45%|████▍ | 1313/2920 [00:15<00:19, 82.41it/s]
torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 739]) torch.Size([4, 739]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 301]) torch.Size([4, 301]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 122]) torch.Size([4, 122]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 405]) torch.Size([4, 405])
Epoch 3 Train: 45%|████▌ | 1322/2920 [00:16<00:19, 82.47it/s]
Epoch 3 Train: 46%|████▌ | 1331/2920 [00:16<00:18, 83.86it/s]
torch.Size([4, 558]) torch.Size([4, 558]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 342]) torch.Size([4, 342])
Epoch 3 Train: 46%|████▌ | 1340/2920 [00:16<00:18, 83.71it/s]
Epoch 3 Train: 46%|████▌ | 1349/2920 [00:16<00:18, 82.79it/s]
torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 47%|████▋ | 1358/2920 [00:16<00:18, 83.56it/s]
Epoch 3 Train: 47%|████▋ | 1367/2920 [00:16<00:18, 83.16it/s]
torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 136]) torch.Size([4, 136]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 369]) torch.Size([4, 369]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 335]) torch.Size([4, 335])
Epoch 3 Train: 47%|████▋ | 1376/2920 [00:16<00:18, 82.44it/s]
Epoch 3 Train: 47%|████▋ | 1385/2920 [00:16<00:18, 83.05it/s]
torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 302]) torch.Size([4, 302])
Epoch 3 Train: 48%|████▊ | 1394/2920 [00:16<00:18, 82.39it/s]
Epoch 3 Train: 48%|████▊ | 1403/2920 [00:17<00:18, 82.29it/s]
torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 141]) torch.Size([4, 141])
Epoch 3 Train: 48%|████▊ | 1412/2920 [00:17<00:18, 83.65it/s]
Epoch 3 Train: 49%|████▊ | 1421/2920 [00:17<00:17, 83.71it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 467]) torch.Size([4, 467]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 210]) torch.Size([4, 210])
Epoch 3 Train: 49%|████▉ | 1430/2920 [00:17<00:17, 83.81it/s]
Epoch 3 Train: 49%|████▉ | 1439/2920 [00:17<00:17, 85.30it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 630]) torch.Size([4, 630]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 103]) torch.Size([4, 103]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 50%|████▉ | 1448/2920 [00:17<00:17, 84.30it/s]
Epoch 3 Train: 50%|████▉ | 1457/2920 [00:17<00:17, 85.00it/s]
torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 314]) torch.Size([4, 314])
Epoch 3 Train: 50%|█████ | 1466/2920 [00:17<00:17, 84.61it/s]
Epoch 3 Train: 51%|█████ | 1475/2920 [00:17<00:17, 83.92it/s]
torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 510]) torch.Size([4, 510]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 158]) torch.Size([4, 158])
Epoch 3 Train: 51%|█████ | 1484/2920 [00:17<00:16, 84.73it/s]
Epoch 3 Train: 51%|█████ | 1493/2920 [00:18<00:16, 84.32it/s]
torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 241]) torch.Size([4, 241])
Epoch 3 Train: 51%|█████▏ | 1502/2920 [00:18<00:16, 84.30it/s]
torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 429]) torch.Size([4, 429]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 422]) torch.Size([4, 422]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 495]) torch.Size([4, 495]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 564]) torch.Size([4, 564]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 211]) torch.Size([4, 211])
Epoch 3 Train: 52%|█████▏ | 1511/2920 [00:18<00:17, 82.44it/s]
Epoch 3 Train: 52%|█████▏ | 1520/2920 [00:18<00:16, 83.14it/s]
torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 384]) torch.Size([4, 384]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 109]) torch.Size([4, 109]) torch.Size([4, 679]) torch.Size([4, 679]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 189]) torch.Size([4, 189])
Epoch 3 Train: 52%|█████▏ | 1529/2920 [00:18<00:16, 82.83it/s]
Epoch 3 Train: 53%|█████▎ | 1538/2920 [00:18<00:16, 83.30it/s]
torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 259]) torch.Size([4, 259])
Epoch 3 Train: 53%|█████▎ | 1547/2920 [00:18<00:16, 82.46it/s]
Epoch 3 Train: 53%|█████▎ | 1556/2920 [00:18<00:16, 83.72it/s]
torch.Size([4, 491]) torch.Size([4, 491]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 134]) torch.Size([4, 134]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 309]) torch.Size([4, 309])
Epoch 3 Train: 54%|█████▎ | 1565/2920 [00:18<00:15, 84.99it/s]
Epoch 3 Train: 54%|█████▍ | 1574/2920 [00:19<00:15, 84.42it/s]
torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 536]) torch.Size([4, 536]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 437]) torch.Size([4, 437]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 406]) torch.Size([4, 406])
Epoch 3 Train: 54%|█████▍ | 1583/2920 [00:19<00:15, 83.64it/s]
Epoch 3 Train: 55%|█████▍ | 1592/2920 [00:19<00:15, 83.04it/s]
torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 441]) torch.Size([4, 441]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 483]) torch.Size([4, 483]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 248]) torch.Size([4, 248])
Epoch 3 Train: 55%|█████▍ | 1601/2920 [00:19<00:15, 84.60it/s]
Epoch 3 Train: 55%|█████▌ | 1610/2920 [00:19<00:15, 84.03it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 144]) torch.Size([4, 144]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 190]) torch.Size([4, 190]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 393]) torch.Size([4, 393]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 247]) torch.Size([4, 247])
Epoch 3 Train: 55%|█████▌ | 1619/2920 [00:19<00:15, 83.70it/s]
Epoch 3 Train: 56%|█████▌ | 1628/2920 [00:19<00:15, 82.33it/s]
torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 379]) torch.Size([4, 379]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 276]) torch.Size([4, 276])
Epoch 3 Train: 56%|█████▌ | 1637/2920 [00:19<00:15, 82.55it/s]
Epoch 3 Train: 56%|█████▋ | 1646/2920 [00:19<00:15, 82.03it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 461]) torch.Size([4, 461]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 180]) torch.Size([4, 180])
Epoch 3 Train: 57%|█████▋ | 1655/2920 [00:20<00:15, 82.39it/s]
Epoch 3 Train: 57%|█████▋ | 1664/2920 [00:20<00:15, 82.35it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 3 Train: 57%|█████▋ | 1673/2920 [00:20<00:15, 82.62it/s]
Epoch 3 Train: 58%|█████▊ | 1682/2920 [00:20<00:14, 83.05it/s]
torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 277]) torch.Size([4, 277])
Epoch 3 Train: 58%|█████▊ | 1691/2920 [00:20<00:15, 80.49it/s]
torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 555]) torch.Size([4, 555]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 737]) torch.Size([4, 737]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 117]) torch.Size([4, 117]) torch.Size([4, 675]) torch.Size([4, 675]) torch.Size([4, 293]) torch.Size([4, 293])
Epoch 3 Train: 58%|█████▊ | 1700/2920 [00:20<00:15, 81.19it/s]
Epoch 3 Train: 59%|█████▊ | 1709/2920 [00:20<00:14, 81.27it/s]
torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 788]) torch.Size([4, 788]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 152]) torch.Size([4, 152])
Epoch 3 Train: 59%|█████▉ | 1718/2920 [00:20<00:15, 79.88it/s]
Epoch 3 Train: 59%|█████▉ | 1727/2920 [00:20<00:14, 81.32it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 439]) torch.Size([4, 439]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 108]) torch.Size([4, 108]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 499]) torch.Size([4, 499])
Epoch 3 Train: 59%|█████▉ | 1736/2920 [00:21<00:14, 82.13it/s]
Epoch 3 Train: 60%|█████▉ | 1745/2920 [00:21<00:14, 83.90it/s]
torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 223]) torch.Size([4, 223])
Epoch 3 Train: 60%|██████ | 1754/2920 [00:21<00:13, 84.01it/s]
Epoch 3 Train: 60%|██████ | 1763/2920 [00:21<00:13, 83.45it/s]
torch.Size([4, 142]) torch.Size([4, 142]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 543]) torch.Size([4, 543]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 713]) torch.Size([4, 713]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 406]) torch.Size([4, 406])
Epoch 3 Train: 61%|██████ | 1772/2920 [00:21<00:13, 82.95it/s]
Epoch 3 Train: 61%|██████ | 1781/2920 [00:21<00:13, 83.93it/s]
torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 446]) torch.Size([4, 446]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 489]) torch.Size([4, 489])
Epoch 3 Train: 61%|██████▏ | 1790/2920 [00:21<00:13, 81.83it/s]
Epoch 3 Train: 62%|██████▏ | 1799/2920 [00:21<00:13, 82.04it/s]
torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 394]) torch.Size([4, 394]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 415]) torch.Size([4, 415]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 562]) torch.Size([4, 562]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 542]) torch.Size([4, 542]) torch.Size([4, 402]) torch.Size([4, 402])
Epoch 3 Train: 62%|██████▏ | 1808/2920 [00:21<00:13, 81.23it/s]
Epoch 3 Train: 62%|██████▏ | 1817/2920 [00:21<00:13, 83.06it/s]
torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 274]) torch.Size([4, 274]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 195]) torch.Size([4, 195])
Epoch 3 Train: 63%|██████▎ | 1826/2920 [00:22<00:12, 84.98it/s]
torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 501]) torch.Size([4, 501]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 143]) torch.Size([4, 143]) torch.Size([4, 148]) torch.Size([4, 148]) torch.Size([4, 456]) torch.Size([4, 456]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 285]) torch.Size([4, 285])
Epoch 3 Train: 63%|██████▎ | 1835/2920 [00:22<00:13, 82.90it/s]
Epoch 3 Train: 63%|██████▎ | 1844/2920 [00:22<00:13, 81.35it/s]
torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 795]) torch.Size([4, 795]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 410]) torch.Size([4, 410])
Epoch 3 Train: 63%|██████▎ | 1853/2920 [00:22<00:12, 82.52it/s]
Epoch 3 Train: 64%|██████▍ | 1862/2920 [00:22<00:12, 81.72it/s]
torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 752]) torch.Size([4, 752]) torch.Size([4, 465]) torch.Size([4, 465]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 512]) torch.Size([4, 512]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 375]) torch.Size([4, 375])
Epoch 3 Train: 64%|██████▍ | 1871/2920 [00:22<00:12, 81.78it/s]
Epoch 3 Train: 64%|██████▍ | 1880/2920 [00:22<00:12, 80.88it/s]
torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 719]) torch.Size([4, 719]) torch.Size([4, 237]) torch.Size([4, 237])
Epoch 3 Train: 65%|██████▍ | 1889/2920 [00:22<00:12, 79.92it/s]
Epoch 3 Train: 65%|██████▌ | 1898/2920 [00:22<00:12, 80.85it/s]
torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 189]) torch.Size([4, 189]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 219]) torch.Size([4, 219]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 796]) torch.Size([4, 796])
Epoch 3 Train: 65%|██████▌ | 1907/2920 [00:23<00:12, 79.60it/s]
Epoch 3 Train: 66%|██████▌ | 1915/2920 [00:23<00:12, 78.70it/s]
torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 363]) torch.Size([4, 363]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 436]) torch.Size([4, 436]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 3 Train: 66%|██████▌ | 1923/2920 [00:23<00:12, 78.29it/s]
Epoch 3 Train: 66%|██████▌ | 1932/2920 [00:23<00:12, 78.52it/s]
torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 476]) torch.Size([4, 476]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 266]) torch.Size([4, 266])
Epoch 3 Train: 66%|██████▋ | 1940/2920 [00:23<00:12, 78.81it/s]
Epoch 3 Train: 67%|██████▋ | 1948/2920 [00:23<00:12, 78.61it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 482]) torch.Size([4, 482]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 580]) torch.Size([4, 580]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 3 Train: 67%|██████▋ | 1957/2920 [00:23<00:12, 79.75it/s]
Epoch 3 Train: 67%|██████▋ | 1966/2920 [00:23<00:11, 80.38it/s]
torch.Size([4, 164]) torch.Size([4, 164]) torch.Size([4, 469]) torch.Size([4, 469]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 284]) torch.Size([4, 284])
Epoch 3 Train: 68%|██████▊ | 1975/2920 [00:23<00:11, 81.84it/s]
torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 157]) torch.Size([4, 157]) torch.Size([4, 118]) torch.Size([4, 118]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 343]) torch.Size([4, 343])
Epoch 3 Train: 68%|██████▊ | 1984/2920 [00:24<00:11, 82.11it/s]
Epoch 3 Train: 68%|██████▊ | 1993/2920 [00:24<00:11, 83.19it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 794]) torch.Size([4, 794]) torch.Size([4, 504]) torch.Size([4, 504]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 187]) torch.Size([4, 187])
Epoch 3 Train: 69%|██████▊ | 2002/2920 [00:24<00:11, 82.10it/s]
Epoch 3 Train: 69%|██████▉ | 2011/2920 [00:24<00:10, 82.85it/s]
torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 488]) torch.Size([4, 488]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 237]) torch.Size([4, 237]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 3 Train: 69%|██████▉ | 2020/2920 [00:24<00:10, 82.43it/s]
Epoch 3 Train: 69%|██████▉ | 2029/2920 [00:24<00:10, 81.18it/s]
torch.Size([4, 781]) torch.Size([4, 781]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 352]) torch.Size([4, 352]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 479]) torch.Size([4, 479]) torch.Size([4, 577]) torch.Size([4, 577]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 549]) torch.Size([4, 549]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 457]) torch.Size([4, 457])
Epoch 3 Train: 70%|██████▉ | 2038/2920 [00:24<00:10, 80.24it/s]
Epoch 3 Train: 70%|███████ | 2047/2920 [00:24<00:10, 80.36it/s]
torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 533]) torch.Size([4, 533]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 349]) torch.Size([4, 349])
Epoch 3 Train: 70%|███████ | 2056/2920 [00:24<00:10, 81.25it/s]
Epoch 3 Train: 71%|███████ | 2065/2920 [00:25<00:10, 83.05it/s]
torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 517]) torch.Size([4, 517]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 374]) torch.Size([4, 374])
Epoch 3 Train: 71%|███████ | 2074/2920 [00:25<00:10, 82.08it/s]
Epoch 3 Train: 71%|███████▏ | 2083/2920 [00:25<00:10, 82.32it/s]
torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 410]) torch.Size([4, 410]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 571]) torch.Size([4, 571]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 491]) torch.Size([4, 491])
Epoch 3 Train: 72%|███████▏ | 2092/2920 [00:25<00:10, 82.27it/s]
Epoch 3 Train: 72%|███████▏ | 2101/2920 [00:25<00:09, 83.65it/s]
torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 425]) torch.Size([4, 425]) torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 3 Train: 72%|███████▏ | 2110/2920 [00:25<00:09, 82.55it/s]
Epoch 3 Train: 73%|███████▎ | 2119/2920 [00:25<00:09, 83.33it/s]
torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 186]) torch.Size([4, 186]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 380]) torch.Size([4, 380]) torch.Size([4, 378]) torch.Size([4, 378])
Epoch 3 Train: 73%|███████▎ | 2128/2920 [00:25<00:09, 81.42it/s]
torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 397]) torch.Size([4, 397]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 370]) torch.Size([4, 370]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 431]) torch.Size([4, 431])
Epoch 3 Train: 73%|███████▎ | 2137/2920 [00:25<00:09, 81.31it/s]
Epoch 3 Train: 73%|███████▎ | 2146/2920 [00:26<00:09, 81.99it/s]
torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 223]) torch.Size([4, 223]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 126]) torch.Size([4, 126]) torch.Size([4, 405]) torch.Size([4, 405]) torch.Size([4, 386]) torch.Size([4, 386]) torch.Size([4, 333]) torch.Size([4, 333])
Epoch 3 Train: 74%|███████▍ | 2155/2920 [00:26<00:09, 81.25it/s]
Epoch 3 Train: 74%|███████▍ | 2164/2920 [00:26<00:09, 82.23it/s]
torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 168]) torch.Size([4, 168]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 359]) torch.Size([4, 359])
Epoch 3 Train: 74%|███████▍ | 2173/2920 [00:26<00:09, 82.85it/s]
Epoch 3 Train: 75%|███████▍ | 2182/2920 [00:26<00:08, 83.24it/s]
torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 404]) torch.Size([4, 404]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 443]) torch.Size([4, 443]) torch.Size([4, 553]) torch.Size([4, 553]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 131]) torch.Size([4, 131]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 190]) torch.Size([4, 190])
Epoch 3 Train: 75%|███████▌ | 2191/2920 [00:26<00:08, 83.73it/s]
Epoch 3 Train: 75%|███████▌ | 2200/2920 [00:26<00:08, 84.05it/s]
torch.Size([4, 281]) torch.Size([4, 281]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 173]) torch.Size([4, 173]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 272]) torch.Size([4, 272]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 218]) torch.Size([4, 218]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 622]) torch.Size([4, 622])
Epoch 3 Train: 76%|███████▌ | 2209/2920 [00:26<00:08, 82.92it/s]
Epoch 3 Train: 76%|███████▌ | 2218/2920 [00:26<00:08, 82.95it/s]
torch.Size([4, 606]) torch.Size([4, 606]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 521]) torch.Size([4, 521]) torch.Size([4, 458]) torch.Size([4, 458]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 306]) torch.Size([4, 306]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 418]) torch.Size([4, 418]) torch.Size([4, 324]) torch.Size([4, 324])
Epoch 3 Train: 76%|███████▋ | 2227/2920 [00:27<00:08, 82.07it/s]
Epoch 3 Train: 77%|███████▋ | 2236/2920 [00:27<00:08, 81.69it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 341]) torch.Size([4, 341]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 114]) torch.Size([4, 114]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 468]) torch.Size([4, 468]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 227]) torch.Size([4, 227]) torch.Size([4, 262]) torch.Size([4, 262])
Epoch 3 Train: 77%|███████▋ | 2245/2920 [00:27<00:08, 82.51it/s]
Epoch 3 Train: 77%|███████▋ | 2254/2920 [00:27<00:08, 82.40it/s]
torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 474]) torch.Size([4, 474]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 345]) torch.Size([4, 345]) torch.Size([4, 496]) torch.Size([4, 496]) torch.Size([4, 560]) torch.Size([4, 560]) torch.Size([4, 180]) torch.Size([4, 180]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 146]) torch.Size([4, 146]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 123]) torch.Size([4, 123])
Epoch 3 Train: 78%|███████▊ | 2263/2920 [00:27<00:07, 82.91it/s]
Epoch 3 Train: 78%|███████▊ | 2272/2920 [00:27<00:07, 82.22it/s]
torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 330]) torch.Size([4, 330]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 444]) torch.Size([4, 444]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 115]) torch.Size([4, 115]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 228]) torch.Size([4, 228])
Epoch 3 Train: 78%|███████▊ | 2281/2920 [00:27<00:07, 84.06it/s]
Epoch 3 Train: 78%|███████▊ | 2290/2920 [00:27<00:07, 82.59it/s]
torch.Size([4, 435]) torch.Size([4, 435]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 151]) torch.Size([4, 151]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 188]) torch.Size([4, 188]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 349]) torch.Size([4, 349]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 283]) torch.Size([4, 283])
Epoch 3 Train: 79%|███████▊ | 2299/2920 [00:27<00:07, 83.31it/s]
torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 161]) torch.Size([4, 161]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 389]) torch.Size([4, 389]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 299]) torch.Size([4, 299]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 286]) torch.Size([4, 286])
Epoch 3 Train: 79%|███████▉ | 2308/2920 [00:27<00:07, 83.60it/s]
Epoch 3 Train: 79%|███████▉ | 2317/2920 [00:28<00:07, 85.17it/s]
torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 490]) torch.Size([4, 490]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 135]) torch.Size([4, 135]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 388]) torch.Size([4, 388]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 725]) torch.Size([4, 725])
Epoch 3 Train: 80%|███████▉ | 2326/2920 [00:28<00:07, 83.30it/s]
Epoch 3 Train: 80%|███████▉ | 2335/2920 [00:28<00:06, 84.13it/s]
torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 149]) torch.Size([4, 149]) torch.Size([4, 222]) torch.Size([4, 222]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 666]) torch.Size([4, 666]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 532]) torch.Size([4, 532]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 288]) torch.Size([4, 288])
Epoch 3 Train: 80%|████████ | 2344/2920 [00:28<00:06, 83.16it/s]
Epoch 3 Train: 81%|████████ | 2353/2920 [00:28<00:06, 83.38it/s]
torch.Size([4, 463]) torch.Size([4, 463]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 505]) torch.Size([4, 505]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 581]) torch.Size([4, 581]) torch.Size([4, 346]) torch.Size([4, 346]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 489]) torch.Size([4, 489]) torch.Size([4, 551]) torch.Size([4, 551])
Epoch 3 Train: 81%|████████ | 2362/2920 [00:28<00:06, 81.07it/s]
Epoch 3 Train: 81%|████████ | 2371/2920 [00:28<00:06, 80.68it/s]
torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 322]) torch.Size([4, 322]) torch.Size([4, 559]) torch.Size([4, 559]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 293]) torch.Size([4, 293]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 514]) torch.Size([4, 514])
Epoch 3 Train: 82%|████████▏ | 2380/2920 [00:28<00:06, 81.54it/s]
Epoch 3 Train: 82%|████████▏ | 2389/2920 [00:28<00:06, 82.38it/s]
torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 226]) torch.Size([4, 226]) torch.Size([4, 121]) torch.Size([4, 121]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 472]) torch.Size([4, 472]) torch.Size([4, 199]) torch.Size([4, 199]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 306]) torch.Size([4, 306])
Epoch 3 Train: 82%|████████▏ | 2398/2920 [00:29<00:06, 82.12it/s]
Epoch 3 Train: 82%|████████▏ | 2407/2920 [00:29<00:06, 81.04it/s]
torch.Size([4, 375]) torch.Size([4, 375]) torch.Size([4, 344]) torch.Size([4, 344]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 518]) torch.Size([4, 518]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 540]) torch.Size([4, 540]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 295]) torch.Size([4, 295]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 390]) torch.Size([4, 390]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 370]) torch.Size([4, 370])
Epoch 3 Train: 83%|████████▎ | 2416/2920 [00:29<00:06, 79.44it/s]
Epoch 3 Train: 83%|████████▎ | 2425/2920 [00:29<00:06, 81.62it/s]
torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 475]) torch.Size([4, 475]) torch.Size([4, 466]) torch.Size([4, 466]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 541]) torch.Size([4, 541]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 224]) torch.Size([4, 224]) torch.Size([4, 323]) torch.Size([4, 323]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 141]) torch.Size([4, 141]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 203]) torch.Size([4, 203]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 246]) torch.Size([4, 246])
Epoch 3 Train: 83%|████████▎ | 2434/2920 [00:29<00:05, 81.65it/s]
Epoch 3 Train: 84%|████████▎ | 2443/2920 [00:29<00:05, 82.05it/s]
torch.Size([4, 376]) torch.Size([4, 376]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 357]) torch.Size([4, 357]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 317]) torch.Size([4, 317]) torch.Size([4, 159]) torch.Size([4, 159]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 462]) torch.Size([4, 462]) torch.Size([4, 570]) torch.Size([4, 570]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 304]) torch.Size([4, 304]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 169]) torch.Size([4, 169]) torch.Size([4, 360]) torch.Size([4, 360])
Epoch 3 Train: 84%|████████▍ | 2452/2920 [00:29<00:05, 82.65it/s]
Epoch 3 Train: 84%|████████▍ | 2461/2920 [00:29<00:05, 81.83it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 129]) torch.Size([4, 129]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 294]) torch.Size([4, 294]) torch.Size([4, 442]) torch.Size([4, 442]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 278]) torch.Size([4, 278]) torch.Size([4, 342]) torch.Size([4, 342]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 595]) torch.Size([4, 595])
Epoch 3 Train: 85%|████████▍ | 2470/2920 [00:29<00:05, 81.18it/s]
torch.Size([4, 360]) torch.Size([4, 360]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 392]) torch.Size([4, 392]) torch.Size([4, 411]) torch.Size([4, 411]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 498]) torch.Size([4, 498]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 236]) torch.Size([4, 236])
Epoch 3 Train: 85%|████████▍ | 2479/2920 [00:30<00:05, 81.35it/s]
Epoch 3 Train: 85%|████████▌ | 2488/2920 [00:30<00:05, 82.70it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 544]) torch.Size([4, 544]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 181]) torch.Size([4, 181]) torch.Size([4, 165]) torch.Size([4, 165]) torch.Size([4, 428]) torch.Size([4, 428]) torch.Size([4, 480]) torch.Size([4, 480]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 3 Train: 86%|████████▌ | 2497/2920 [00:30<00:05, 81.97it/s]
Epoch 3 Train: 86%|████████▌ | 2506/2920 [00:30<00:05, 82.50it/s]
torch.Size([4, 350]) torch.Size([4, 350]) torch.Size([4, 153]) torch.Size([4, 153]) torch.Size([4, 248]) torch.Size([4, 248]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 197]) torch.Size([4, 197]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 182]) torch.Size([4, 182]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 486]) torch.Size([4, 486]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 495]) torch.Size([4, 495])
Epoch 3 Train: 86%|████████▌ | 2515/2920 [00:30<00:04, 81.17it/s]
Epoch 3 Train: 86%|████████▋ | 2524/2920 [00:30<00:04, 81.56it/s]
torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 256]) torch.Size([4, 256]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 419]) torch.Size([4, 419]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 177]) torch.Size([4, 177]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 303]) torch.Size([4, 303]) torch.Size([4, 550]) torch.Size([4, 550]) torch.Size([4, 198]) torch.Size([4, 198])
Epoch 3 Train: 87%|████████▋ | 2533/2920 [00:30<00:04, 81.94it/s]
Epoch 3 Train: 87%|████████▋ | 2542/2920 [00:30<00:04, 82.45it/s]
torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 338]) torch.Size([4, 338]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 191]) torch.Size([4, 191]) torch.Size([4, 217]) torch.Size([4, 217]) torch.Size([4, 284]) torch.Size([4, 284]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 365]) torch.Size([4, 365]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 240]) torch.Size([4, 240]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 370]) torch.Size([4, 370])
Epoch 3 Train: 87%|████████▋ | 2551/2920 [00:30<00:04, 84.12it/s]
Epoch 3 Train: 88%|████████▊ | 2560/2920 [00:31<00:04, 81.59it/s]
torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 183]) torch.Size([4, 183]) torch.Size([4, 106]) torch.Size([4, 106]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 162]) torch.Size([4, 162]) torch.Size([4, 424]) torch.Size([4, 424]) torch.Size([4, 485]) torch.Size([4, 485]) torch.Size([4, 454]) torch.Size([4, 454]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 337]) torch.Size([4, 337]) torch.Size([4, 547]) torch.Size([4, 547]) torch.Size([4, 355]) torch.Size([4, 355]) torch.Size([4, 269]) torch.Size([4, 269]) torch.Size([4, 597]) torch.Size([4, 597])
Epoch 3 Train: 88%|████████▊ | 2569/2920 [00:31<00:04, 79.58it/s]
Epoch 3 Train: 88%|████████▊ | 2578/2920 [00:31<00:04, 80.28it/s]
torch.Size([4, 305]) torch.Size([4, 305]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 534]) torch.Size([4, 534]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 664]) torch.Size([4, 664]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 147]) torch.Size([4, 147]) torch.Size([4, 378]) torch.Size([4, 378]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 610]) torch.Size([4, 610]) torch.Size([4, 238]) torch.Size([4, 238])
Epoch 3 Train: 89%|████████▊ | 2587/2920 [00:31<00:04, 81.89it/s]
Epoch 3 Train: 89%|████████▉ | 2596/2920 [00:31<00:03, 82.27it/s]
torch.Size([4, 325]) torch.Size([4, 325]) torch.Size([4, 163]) torch.Size([4, 163]) torch.Size([4, 672]) torch.Size([4, 672]) torch.Size([4, 242]) torch.Size([4, 242]) torch.Size([4, 385]) torch.Size([4, 385]) torch.Size([4, 192]) torch.Size([4, 192]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 213]) torch.Size([4, 213]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 319]) torch.Size([4, 319]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 230]) torch.Size([4, 230]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 693]) torch.Size([4, 693])
Epoch 3 Train: 89%|████████▉ | 2605/2920 [00:31<00:03, 81.12it/s]
torch.Size([4, 235]) torch.Size([4, 235]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 307]) torch.Size([4, 307]) torch.Size([4, 178]) torch.Size([4, 178]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 769]) torch.Size([4, 769]) torch.Size([4, 340]) torch.Size([4, 340]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 513]) torch.Size([4, 513]) torch.Size([4, 434]) torch.Size([4, 434]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 320]) torch.Size([4, 320]) torch.Size([4, 400]) torch.Size([4, 400]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 3 Train: 90%|████████▉ | 2614/2920 [00:31<00:03, 80.99it/s]
Epoch 3 Train: 90%|████████▉ | 2623/2920 [00:31<00:03, 80.88it/s]
torch.Size([4, 347]) torch.Size([4, 347]) torch.Size([4, 296]) torch.Size([4, 296]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 176]) torch.Size([4, 176]) torch.Size([4, 445]) torch.Size([4, 445]) torch.Size([4, 308]) torch.Size([4, 308]) torch.Size([4, 285]) torch.Size([4, 285]) torch.Size([4, 290]) torch.Size([4, 290]) torch.Size([4, 457]) torch.Size([4, 457]) torch.Size([4, 500]) torch.Size([4, 500]) torch.Size([4, 265]) torch.Size([4, 265]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 315]) torch.Size([4, 315]) torch.Size([4, 233]) torch.Size([4, 233]) torch.Size([4, 280]) torch.Size([4, 280]) torch.Size([4, 395]) torch.Size([4, 395]) torch.Size([4, 484]) torch.Size([4, 484])
Epoch 3 Train: 90%|█████████ | 2632/2920 [00:31<00:03, 80.45it/s]
Epoch 3 Train: 90%|█████████ | 2641/2920 [00:32<00:03, 81.59it/s]
torch.Size([4, 448]) torch.Size([4, 448]) torch.Size([4, 416]) torch.Size([4, 416]) torch.Size([4, 313]) torch.Size([4, 313]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 321]) torch.Size([4, 348]) torch.Size([4, 348]) torch.Size([4, 539]) torch.Size([4, 539]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 289]) torch.Size([4, 289]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 372]) torch.Size([4, 372]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 3 Train: 91%|█████████ | 2650/2920 [00:32<00:03, 81.95it/s]
Epoch 3 Train: 91%|█████████ | 2659/2920 [00:32<00:03, 81.97it/s]
torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 328]) torch.Size([4, 328]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 449]) torch.Size([4, 449]) torch.Size([4, 196]) torch.Size([4, 196]) torch.Size([4, 209]) torch.Size([4, 209]) torch.Size([4, 408]) torch.Size([4, 408]) torch.Size([4, 455]) torch.Size([4, 455]) torch.Size([4, 377]) torch.Size([4, 377]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 216]) torch.Size([4, 216]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 291]) torch.Size([4, 291]) torch.Size([4, 385]) torch.Size([4, 385])
Epoch 3 Train: 91%|█████████▏| 2668/2920 [00:32<00:03, 83.15it/s]
Epoch 3 Train: 92%|█████████▏| 2677/2920 [00:32<00:02, 82.59it/s]
torch.Size([4, 374]) torch.Size([4, 374]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 205]) torch.Size([4, 205]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 538]) torch.Size([4, 538]) torch.Size([4, 138]) torch.Size([4, 138]) torch.Size([4, 356]) torch.Size([4, 356]) torch.Size([4, 276]) torch.Size([4, 276]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 381]) torch.Size([4, 381]) torch.Size([4, 427]) torch.Size([4, 427]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 243]) torch.Size([4, 243]) torch.Size([4, 130]) torch.Size([4, 130]) torch.Size([4, 270]) torch.Size([4, 270]) torch.Size([4, 294]) torch.Size([4, 294])
Epoch 3 Train: 92%|█████████▏| 2686/2920 [00:32<00:02, 83.64it/s]
Epoch 3 Train: 92%|█████████▏| 2695/2920 [00:32<00:02, 83.92it/s]
torch.Size([4, 292]) torch.Size([4, 292]) torch.Size([4, 179]) torch.Size([4, 179]) torch.Size([4, 310]) torch.Size([4, 310]) torch.Size([4, 336]) torch.Size([4, 336]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 174]) torch.Size([4, 174]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 371]) torch.Size([4, 371]) torch.Size([4, 367]) torch.Size([4, 367]) torch.Size([4, 339]) torch.Size([4, 339])
Epoch 3 Train: 93%|█████████▎| 2704/2920 [00:32<00:02, 83.61it/s]
Epoch 3 Train: 93%|█████████▎| 2713/2920 [00:32<00:02, 85.41it/s]
torch.Size([4, 262]) torch.Size([4, 262]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 420]) torch.Size([4, 420]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 268]) torch.Size([4, 268]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 266]) torch.Size([4, 266]) torch.Size([4, 187]) torch.Size([4, 187]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 185]) torch.Size([4, 185]) torch.Size([4, 241]) torch.Size([4, 241]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 252]) torch.Size([4, 252]) torch.Size([4, 433]) torch.Size([4, 433]) torch.Size([4, 421]) torch.Size([4, 421]) torch.Size([4, 347]) torch.Size([4, 347])
Epoch 3 Train: 93%|█████████▎| 2722/2920 [00:33<00:02, 83.51it/s]
Epoch 3 Train: 94%|█████████▎| 2731/2920 [00:33<00:02, 82.67it/s]
torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 225]) torch.Size([4, 225]) torch.Size([4, 557]) torch.Size([4, 557]) torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 210]) torch.Size([4, 210]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 343]) torch.Size([4, 343]) torch.Size([4, 362]) torch.Size([4, 362]) torch.Size([4, 245]) torch.Size([4, 245]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 450]) torch.Size([4, 450]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 331]) torch.Size([4, 331])
Epoch 3 Train: 94%|█████████▍| 2740/2920 [00:33<00:02, 82.42it/s]
Epoch 3 Train: 94%|█████████▍| 2749/2920 [00:33<00:02, 83.26it/s]
torch.Size([4, 170]) torch.Size([4, 170]) torch.Size([4, 464]) torch.Size([4, 464]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 234]) torch.Size([4, 234]) torch.Size([4, 327]) torch.Size([4, 327]) torch.Size([4, 253]) torch.Size([4, 253]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 333]) torch.Size([4, 333]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 335]) torch.Size([4, 335]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 185]) torch.Size([4, 185])
Epoch 3 Train: 94%|█████████▍| 2758/2920 [00:33<00:01, 82.51it/s]
Epoch 3 Train: 95%|█████████▍| 2767/2920 [00:33<00:01, 82.82it/s]
torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 249]) torch.Size([4, 249]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 484]) torch.Size([4, 484]) torch.Size([4, 246]) torch.Size([4, 246]) torch.Size([4, 493]) torch.Size([4, 493]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 396]) torch.Size([4, 396]) torch.Size([4, 254]) torch.Size([4, 254]) torch.Size([4, 329]) torch.Size([4, 329]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 161]) torch.Size([4, 161])
Epoch 3 Train: 95%|█████████▌| 2776/2920 [00:33<00:01, 82.50it/s]
torch.Size([4, 359]) torch.Size([4, 359]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 261]) torch.Size([4, 261]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 409]) torch.Size([4, 409]) torch.Size([4, 279]) torch.Size([4, 279]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 382]) torch.Size([4, 382]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 260]) torch.Size([4, 260]) torch.Size([4, 423]) torch.Size([4, 423]) torch.Size([4, 334]) torch.Size([4, 334]) torch.Size([4, 300]) torch.Size([4, 300]) torch.Size([4, 459]) torch.Size([4, 459]) torch.Size([4, 261]) torch.Size([4, 261])
Epoch 3 Train: 95%|█████████▌| 2785/2920 [00:33<00:01, 82.55it/s]
Epoch 3 Train: 96%|█████████▌| 2794/2920 [00:33<00:01, 82.06it/s]
torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 271]) torch.Size([4, 271]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 123]) torch.Size([4, 123]) torch.Size([4, 430]) torch.Size([4, 430]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 391]) torch.Size([4, 391]) torch.Size([4, 364]) torch.Size([4, 364]) torch.Size([4, 502]) torch.Size([4, 502]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 232]) torch.Size([4, 232]) torch.Size([4, 208]) torch.Size([4, 208]) torch.Size([4, 380]) torch.Size([4, 380])
Epoch 3 Train: 96%|█████████▌| 2803/2920 [00:34<00:01, 82.00it/s]
Epoch 3 Train: 96%|█████████▋| 2812/2920 [00:34<00:01, 82.11it/s]
torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 158]) torch.Size([4, 158]) torch.Size([4, 166]) torch.Size([4, 166]) torch.Size([4, 311]) torch.Size([4, 311]) torch.Size([4, 402]) torch.Size([4, 402]) torch.Size([4, 282]) torch.Size([4, 282]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 431]) torch.Size([4, 431]) torch.Size([4, 194]) torch.Size([4, 194]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 302]) torch.Size([4, 302]) torch.Size([4, 368]) torch.Size([4, 368]) torch.Size([4, 447]) torch.Size([4, 447]) torch.Size([4, 220]) torch.Size([4, 220]) torch.Size([4, 167]) torch.Size([4, 167]) torch.Size([4, 353]) torch.Size([4, 353]) torch.Size([4, 200]) torch.Size([4, 200])
Epoch 3 Train: 97%|█████████▋| 2821/2920 [00:34<00:01, 83.08it/s]
Epoch 3 Train: 97%|█████████▋| 2830/2920 [00:34<00:01, 83.70it/s]
torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 155]) torch.Size([4, 155]) torch.Size([4, 236]) torch.Size([4, 236]) torch.Size([4, 373]) torch.Size([4, 373]) torch.Size([4, 133]) torch.Size([4, 133]) torch.Size([4, 215]) torch.Size([4, 215]) torch.Size([4, 263]) torch.Size([4, 263]) torch.Size([4, 351]) torch.Size([4, 351]) torch.Size([4, 267]) torch.Size([4, 267]) torch.Size([4, 154]) torch.Size([4, 154]) torch.Size([4, 516]) torch.Size([4, 516]) torch.Size([4, 247]) torch.Size([4, 247]) torch.Size([4, 339]) torch.Size([4, 339]) torch.Size([4, 403]) torch.Size([4, 403]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 328]) torch.Size([4, 328])
Epoch 3 Train: 97%|█████████▋| 2839/2920 [00:34<00:00, 83.59it/s]
Epoch 3 Train: 98%|█████████▊| 2848/2920 [00:34<00:00, 83.32it/s]
torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 277]) torch.Size([4, 277]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 175]) torch.Size([4, 175]) torch.Size([4, 288]) torch.Size([4, 288]) torch.Size([4, 244]) torch.Size([4, 244]) torch.Size([4, 212]) torch.Size([4, 212]) torch.Size([4, 286]) torch.Size([4, 286]) torch.Size([4, 318]) torch.Size([4, 318]) torch.Size([4, 250]) torch.Size([4, 250]) torch.Size([4, 238]) torch.Size([4, 238]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 453]) torch.Size([4, 453]) torch.Size([4, 691]) torch.Size([4, 691]) torch.Size([4, 523]) torch.Size([4, 523]) torch.Size([4, 193]) torch.Size([4, 193]) torch.Size([4, 455]) torch.Size([4, 455])
Epoch 3 Train: 98%|█████████▊| 2857/2920 [00:34<00:00, 82.26it/s]
Epoch 3 Train: 98%|█████████▊| 2866/2920 [00:34<00:00, 83.32it/s]
torch.Size([4, 399]) torch.Size([4, 399]) torch.Size([4, 273]) torch.Size([4, 273]) torch.Size([4, 326]) torch.Size([4, 326]) torch.Size([4, 132]) torch.Size([4, 132]) torch.Size([4, 195]) torch.Size([4, 195]) torch.Size([4, 127]) torch.Size([4, 127]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 314]) torch.Size([4, 314]) torch.Size([4, 407]) torch.Size([4, 407]) torch.Size([4, 312]) torch.Size([4, 312]) torch.Size([4, 229]) torch.Size([4, 229]) torch.Size([4, 332]) torch.Size([4, 332]) torch.Size([4, 259]) torch.Size([4, 259]) torch.Size([4, 113]) torch.Size([4, 113]) torch.Size([4, 387]) torch.Size([4, 387]) torch.Size([4, 214]) torch.Size([4, 214]) torch.Size([4, 473]) torch.Size([4, 473]) torch.Size([4, 243]) torch.Size([4, 243])
Epoch 3 Train: 98%|█████████▊| 2875/2920 [00:34<00:00, 81.81it/s]
Epoch 3 Train: 99%|█████████▉| 2884/2920 [00:34<00:00, 81.54it/s]
torch.Size([4, 535]) torch.Size([4, 535]) torch.Size([4, 264]) torch.Size([4, 264]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 406]) torch.Size([4, 406]) torch.Size([4, 487]) torch.Size([4, 487]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 251]) torch.Size([4, 251]) torch.Size([4, 287]) torch.Size([4, 287]) torch.Size([4, 460]) torch.Size([4, 460]) torch.Size([4, 324]) torch.Size([4, 324]) torch.Size([4, 239]) torch.Size([4, 239]) torch.Size([4, 156]) torch.Size([4, 156]) torch.Size([4, 309]) torch.Size([4, 309]) torch.Size([4, 275]) torch.Size([4, 275]) torch.Size([4, 432]) torch.Size([4, 432]) torch.Size([4, 366]) torch.Size([4, 366]) torch.Size([4, 307]) torch.Size([4, 307])
Epoch 3 Train: 99%|█████████▉| 2893/2920 [00:35<00:00, 82.69it/s]
Epoch 3 Train: 99%|█████████▉| 2902/2920 [00:35<00:00, 82.26it/s]
torch.Size([4, 231]) torch.Size([4, 231]) torch.Size([4, 201]) torch.Size([4, 201]) torch.Size([4, 211]) torch.Size([4, 211]) torch.Size([4, 255]) torch.Size([4, 255]) torch.Size([4, 204]) torch.Size([4, 204]) torch.Size([4, 506]) torch.Size([4, 506]) torch.Size([4, 297]) torch.Size([4, 297]) torch.Size([4, 522]) torch.Size([4, 522]) torch.Size([4, 354]) torch.Size([4, 354]) torch.Size([4, 206]) torch.Size([4, 206]) torch.Size([4, 414]) torch.Size([4, 414]) torch.Size([4, 331]) torch.Size([4, 331]) torch.Size([4, 171]) torch.Size([4, 171]) torch.Size([4, 200]) torch.Size([4, 200]) torch.Size([4, 316]) torch.Size([4, 316]) torch.Size([4, 198]) torch.Size([4, 198]) torch.Size([4, 511]) torch.Size([4, 511])
Epoch 3 Train: 100%|█████████▉| 2911/2920 [00:35<00:00, 81.12it/s]
Epoch 3 Train: 100%|██████████| 2920/2920 [00:35<00:00, 81.24it/s]
torch.Size([4, 545]) torch.Size([4, 545]) torch.Size([4, 481]) torch.Size([4, 481]) torch.Size([4, 298]) torch.Size([4, 298]) torch.Size([4, 515]) torch.Size([4, 515]) torch.Size([4, 207]) torch.Size([4, 207]) torch.Size([4, 361]) torch.Size([4, 361]) torch.Size([4, 283]) torch.Size([4, 283]) torch.Size([4, 184]) torch.Size([4, 184]) torch.Size([4, 228]) torch.Size([4, 228]) torch.Size([4, 383]) torch.Size([4, 383]) torch.Size([4, 221]) torch.Size([4, 221]) torch.Size([4, 258]) torch.Size([4, 258]) torch.Size([4, 401]) torch.Size([4, 401]) torch.Size([4, 529]) torch.Size([4, 529]) torch.Size([4, 358]) torch.Size([4, 358]) torch.Size([4, 195]) torch.Size([4, 195])
Validating Fold 0: 0%| | 0/905 [00:00<?, ?it/s]
Validating Fold 0: 1%| | 10/905 [00:00<00:09, 96.01it/s]
Validating Fold 0: 2%|▏ | 20/905 [00:00<00:09, 94.15it/s]
Validating Fold 0: 3%|▎ | 31/905 [00:00<00:08, 100.47it/s]
Validating Fold 0: 5%|▍ | 42/905 [00:00<00:08, 97.35it/s]
Validating Fold 0: 6%|▌ | 52/905 [00:00<00:08, 98.16it/s]
Validating Fold 0: 7%|▋ | 62/905 [00:00<00:09, 89.13it/s]
Validating Fold 0: 8%|▊ | 73/905 [00:00<00:08, 93.23it/s]
Validating Fold 0: 9%|▉ | 83/905 [00:00<00:09, 88.62it/s]
Validating Fold 0: 10%|█ | 93/905 [00:01<00:09, 89.69it/s]
Validating Fold 0: 11%|█▏ | 103/905 [00:01<00:09, 88.48it/s]
Validating Fold 0: 13%|█▎ | 114/905 [00:01<00:08, 92.61it/s]
Validating Fold 0: 14%|█▎ | 124/905 [00:01<00:09, 81.85it/s]
Validating Fold 0: 15%|█▍ | 133/905 [00:01<00:09, 83.12it/s]
Validating Fold 0: 16%|█▌ | 142/905 [00:01<00:09, 82.12it/s]
Validating Fold 0: 17%|█▋ | 151/905 [00:01<00:09, 77.06it/s]
Validating Fold 0: 18%|█▊ | 159/905 [00:01<00:11, 66.05it/s]
Validating Fold 0: 18%|█▊ | 166/905 [00:02<00:11, 63.56it/s]
Validating Fold 0: 19%|█▉ | 173/905 [00:02<00:12, 60.26it/s]
Validating Fold 0: 20%|██ | 182/905 [00:02<00:10, 66.53it/s]
Validating Fold 0: 21%|██ | 189/905 [00:02<00:11, 64.27it/s]
Validating Fold 0: 22%|██▏ | 197/905 [00:02<00:10, 67.95it/s]
Validating Fold 0: 23%|██▎ | 204/905 [00:02<00:10, 67.27it/s]
Validating Fold 0: 23%|██▎ | 211/905 [00:02<00:10, 63.95it/s]
Validating Fold 0: 24%|██▍ | 220/905 [00:02<00:09, 69.19it/s]
Validating Fold 0: 25%|██▌ | 228/905 [00:02<00:10, 66.88it/s]
Validating Fold 0: 26%|██▌ | 237/905 [00:03<00:09, 72.35it/s]
Validating Fold 0: 27%|██▋ | 248/905 [00:03<00:08, 82.03it/s]
Validating Fold 0: 29%|██▊ | 259/905 [00:03<00:07, 88.60it/s]
Validating Fold 0: 30%|██▉ | 269/905 [00:03<00:06, 91.71it/s]
Validating Fold 0: 31%|███ | 279/905 [00:03<00:07, 87.22it/s]
Validating Fold 0: 32%|███▏ | 289/905 [00:03<00:06, 90.33it/s]
Validating Fold 0: 33%|███▎ | 299/905 [00:03<00:06, 90.72it/s]
Validating Fold 0: 34%|███▍ | 309/905 [00:03<00:07, 77.83it/s]
Validating Fold 0: 35%|███▌ | 318/905 [00:03<00:07, 76.80it/s]
Validating Fold 0: 36%|███▌ | 326/905 [00:04<00:08, 68.38it/s]
Validating Fold 0: 37%|███▋ | 334/905 [00:04<00:08, 65.68it/s]
Validating Fold 0: 38%|███▊ | 344/905 [00:04<00:07, 73.51it/s]
Validating Fold 0: 39%|███▉ | 352/905 [00:04<00:07, 75.05it/s]
Validating Fold 0: 40%|████ | 363/905 [00:04<00:06, 82.72it/s]
Validating Fold 0: 41%|████ | 373/905 [00:04<00:06, 86.17it/s]
Validating Fold 0: 42%|████▏ | 382/905 [00:04<00:06, 85.06it/s]
Validating Fold 0: 43%|████▎ | 391/905 [00:05<00:07, 68.70it/s]
Validating Fold 0: 44%|████▍ | 400/905 [00:05<00:06, 72.26it/s]
Validating Fold 0: 45%|████▌ | 408/905 [00:05<00:07, 67.37it/s]
Validating Fold 0: 46%|████▌ | 416/905 [00:05<00:06, 70.12it/s]
Validating Fold 0: 47%|████▋ | 424/905 [00:05<00:07, 67.68it/s]
Validating Fold 0: 48%|████▊ | 431/905 [00:05<00:07, 62.92it/s]
Validating Fold 0: 48%|████▊ | 438/905 [00:05<00:07, 64.11it/s]
Validating Fold 0: 50%|████▉ | 449/905 [00:05<00:06, 75.35it/s]
Validating Fold 0: 51%|█████ | 460/905 [00:05<00:05, 82.90it/s]
Validating Fold 0: 52%|█████▏ | 471/905 [00:06<00:04, 89.26it/s]
Validating Fold 0: 53%|█████▎ | 481/905 [00:06<00:04, 86.98it/s]
Validating Fold 0: 54%|█████▍ | 490/905 [00:06<00:04, 85.74it/s]
Validating Fold 0: 55%|█████▌ | 499/905 [00:06<00:05, 76.99it/s]
Validating Fold 0: 56%|█████▌ | 507/905 [00:06<00:05, 76.69it/s]
Validating Fold 0: 57%|█████▋ | 517/905 [00:06<00:04, 80.85it/s]
Validating Fold 0: 58%|█████▊ | 527/905 [00:06<00:04, 84.96it/s]
Validating Fold 0: 59%|█████▉ | 536/905 [00:06<00:04, 74.16it/s]
Validating Fold 0: 60%|██████ | 544/905 [00:07<00:05, 60.18it/s]
Validating Fold 0: 61%|██████ | 551/905 [00:07<00:05, 60.26it/s]
Validating Fold 0: 62%|██████▏ | 561/905 [00:07<00:05, 68.28it/s]
Validating Fold 0: 63%|██████▎ | 569/905 [00:07<00:05, 63.13it/s]
Validating Fold 0: 64%|██████▎ | 576/905 [00:07<00:05, 62.18it/s]
Validating Fold 0: 64%|██████▍ | 583/905 [00:07<00:05, 63.08it/s]
Validating Fold 0: 65%|██████▌ | 590/905 [00:07<00:05, 59.48it/s]
Validating Fold 0: 66%|██████▌ | 597/905 [00:07<00:05, 55.97it/s]
Validating Fold 0: 67%|██████▋ | 603/905 [00:08<00:05, 55.59it/s]
Validating Fold 0: 67%|██████▋ | 609/905 [00:08<00:05, 53.74it/s]
Validating Fold 0: 68%|██████▊ | 615/905 [00:08<00:05, 50.11it/s]
Validating Fold 0: 69%|██████▊ | 621/905 [00:08<00:06, 46.55it/s]
Validating Fold 0: 69%|██████▉ | 626/905 [00:08<00:06, 45.11it/s]
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Fold 0 Accuracy: 0.6170
# Prepare data for plotting
labels = list(final_results.keys())
data = list(final_results.values())
plt.figure(figsize=(10, 6))
# Create boxplot
# patch_artist=True allows us to color the boxes
bplot = plt.boxplot(data,
tick_labels=labels,
patch_artist=True,
medianprops=dict(color="black", linewidth=1.5))
# Styling
colors = ['lightblue', 'lightgreen', 'lightcoral']
for patch, color in zip(bplot['boxes'], colors):
patch.set_facecolor(color)
# Add jittered scatter points to show individual fold performance
for i, accs in enumerate(data):
x = np.random.normal(i + 1, 0.04, size=len(accs)) # Add small jitter to x-axis
plt.plot(x, accs, 'r.', alpha=0.6)
plt.title('ESM Linear Probe Q8 Accuracy by Split Level')
plt.ylabel('Q8 Accuracy')
plt.xlabel('Structural Split Level')
plt.grid(axis='y', linestyle='--', alpha=0.7)
plt.ylim(0, 1.0) # Set reasonable y-limits (0 to 100%)
# Print statistics table
print(f"{'Split Level':<15} | {'Mean Acc':<10} | {'Std Dev':<10}")
print("-" * 40)
for level, accs in final_results.items():
print(f"{level:<15} | {np.mean(accs):.4f} | {np.std(accs):.4f}")
plt.show()
Split Level | Mean Acc | Std Dev ---------------------------------------- superfamily | 0.6099 | 0.0000 family | 0.6360 | 0.0000 fold | 0.6170 | 0.0000
Hypothesis 2: Linear Binary Map prediction for contact point prediction¶
Via fivefold cross validation experiment
Define the hat model which will be put on the embeddings¶
Two seperate linear Projections which are combined via dot product
class LinearContactProbe(nn.Module):
"""
Implements the linear contact probe described in Rives et al. (ESM-1b paper).
Uses TWO SEPARATE linear projections (W1, W2) and computes their dot product.
"""
def __init__(self, input_dim, projection_dim=128):
super().__init__()
# The paper specifies "two separate linear projections"
self.proj1 = nn.Linear(input_dim, projection_dim)
self.proj2 = nn.Linear(input_dim, projection_dim)
def forward(self, x):
# x shape: [Batch, SeqLen, EmbedDim]
# Project separately
z1 = self.proj1(x) # [Batch, SeqLen, ProjDim]
z2 = self.proj2(x) # [Batch, SeqLen, ProjDim]
# Compute Dot Product: z1 * z2^T
# Shape: [Batch, SeqLen, SeqLen]
logits = torch.bmm(z1, z2.transpose(1, 2))
# Symmetrize the output
# Physical contacts are symmetric (C_ij = C_ji).
# Although the projections are separate, we enforce symmetry on the prediction.
logits = (logits + logits.transpose(1, 2)) / 2
return logits
# --- COLLATOR ---
class ContactProbeCollator:
def __init__(self, alphabet):
self.alphabet = alphabet
self.batch_converter = alphabet.get_batch_converter()
def __call__(self, batch):
batch = [item for item in batch if item is not None]
# 1. Inputs
raw_inputs = [(str(i), item['seq']) for i, item in enumerate(batch)]
_, _, tokens = self.batch_converter(raw_inputs)
# 2. Contact Maps
max_len = tokens.size(1)
batch_contacts = []
for item in batch:
seq_len = len(item['seq'])
dist_map = item['dist'] # Shape (L, L)
# Contact definition: distance < 8.0 Angstroms
contacts = (dist_map < 8.0).astype(np.float32)
# Pad to [max_len, max_len]
padded_contacts = np.full((max_len, max_len), -1.0, dtype=np.float32)
# Offset by 1 for <cls>
padded_contacts[1:seq_len+1, 1:seq_len+1] = contacts
batch_contacts.append(torch.from_numpy(padded_contacts))
return {
'input_ids': tokens,
'contacts': torch.stack(batch_contacts)
}
contact_collator = ContactProbeCollator(alphabet)
def compute_precision_at_l(logits, labels, seq_len):
"""
Computes Precision of Top-L predictions for long-range contacts (|i-j| >= 24).
"""
# Exclude special tokens
valid_logits = logits[1:seq_len+1, 1:seq_len+1]
valid_labels = labels[1:seq_len+1, 1:seq_len+1]
# Mask for long-range contacts
l = valid_logits.shape[0]
idx = torch.arange(l, device=logits.device)
i, j = torch.meshgrid(idx, idx, indexing='ij')
mask = torch.abs(i - j) >= 24
masked_logits = valid_logits[mask]
masked_labels = valid_labels[mask]
if masked_labels.numel() == 0: return 0.0
# Top-L (where L is sequence length)
k = min(l, masked_logits.numel())
if k == 0: return 0.0
_, top_indices = torch.topk(masked_logits, k)
top_labels = masked_labels[top_indices]
return (top_labels.sum() / k).item()
contact_results = {level: [] for level in ['superfamily']}# , 'family', 'fold']}
contact_criterion = nn.BCEWithLogitsLoss(reduction='none')
for split_level in ['superfamily', 'family', 'fold']:
print(f"\n{'='*20}\nStarting Contact Split Level: {split_level}\n{'='*20}")
fold_precisions = []
for fold in ['0']:# , '1', '2', '3', '4']:
print(f" > Fold {fold}...")
# 1. Dataset
train_ds = ESMStructuralSplitDataset(split_level=split_level, cv_partition=fold, split='train', root_path='./data', download=True)
valid_ds = ESMStructuralSplitDataset(split_level=split_level, cv_partition=fold, split='valid', root_path='./data', download=True)
train_loader = DataLoader(train_ds, batch_size=BATCH_SIZE, shuffle=True, collate_fn=contact_collator, num_workers=0)
valid_loader = DataLoader(valid_ds, batch_size=BATCH_SIZE, shuffle=False, collate_fn=contact_collator, num_workers=0)
# 2. Model
probe = LinearContactProbe(input_dim=EMBED_DIM, projection_dim=128).to(DEVICE)
optimizer = optim.Adam(probe.parameters(), lr=LR)
# 3. Train
for epoch in range(NUM_EPOCHS):
probe.train()
for batch in tqdm(train_loader, desc=f" Epoch {epoch+1} Train", leave=False):
if batch is None: continue
tokens = batch['input_ids'].to(DEVICE)
contacts = batch['contacts'].to(DEVICE)
with torch.no_grad():
results = model(tokens, repr_layers=[LAYER_IDX], return_contacts=False)
token_embeddings = results["representations"][LAYER_IDX]
optimizer.zero_grad()
logits = probe(token_embeddings)
loss_mask = (contacts != -1)
loss = contact_criterion(logits, contacts)
if loss_mask.sum() > 0:
masked_loss = loss[loss_mask].mean()
masked_loss.backward()
optimizer.step()
# 4. Validate
probe.eval()
precisions = []
with torch.no_grad():
for batch in tqdm(valid_loader, desc=f" Validating Fold {fold}", leave=False):
if batch is None: continue
tokens = batch['input_ids'].to(DEVICE)
contacts = batch['contacts'].to(DEVICE)
results = model(tokens, repr_layers=[LAYER_IDX], return_contacts=False)
token_embeddings = results["representations"][LAYER_IDX]
logits = probe(token_embeddings)
for i in range(tokens.size(0)):
# Determine seq length (tokens != pad(1)) - 2 (cls, eos)
seq_len = (tokens[i] != 1).sum().item() - 2
p = compute_precision_at_l(logits[i], contacts[i], seq_len)
precisions.append(p)
avg_p = np.mean(precisions)
fold_precisions.append(avg_p)
print(f"Fold {fold} Top-L Precision: {avg_p:.4f}")
contact_results[split_level] = fold_precisions
==================== Starting Contact Split Level: superfamily ==================== > Fold 0... Files already downloaded and verified
Files already downloaded and verified
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Validating Fold 0: 84%|████████▍ | 690/817 [00:12<00:02, 51.71it/s]
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Validating Fold 0: 92%|█████████▏| 749/817 [00:13<00:01, 49.39it/s]
Validating Fold 0: 92%|█████████▏| 755/817 [00:14<00:01, 49.90it/s]
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Fold 0 Top-L Precision: 0.1332 ==================== Starting Contact Split Level: family ==================== > Fold 0... Files already downloaded and verified Files already downloaded and verified
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Fold 0 Top-L Precision: 0.1853 ==================== Starting Contact Split Level: fold ==================== > Fold 0... Files already downloaded and verified Files already downloaded and verified
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Validating Fold 0: 89%|████████▊ | 803/905 [00:13<00:01, 55.34it/s]
Validating Fold 0: 89%|████████▉ | 809/905 [00:13<00:01, 56.44it/s]
Validating Fold 0: 90%|█████████ | 815/905 [00:13<00:01, 57.17it/s]
Validating Fold 0: 91%|█████████ | 823/905 [00:13<00:01, 62.14it/s]
Validating Fold 0: 92%|█████████▏| 831/905 [00:13<00:01, 66.89it/s]
Validating Fold 0: 93%|█████████▎| 839/905 [00:13<00:00, 69.79it/s]
Validating Fold 0: 94%|█████████▎| 847/905 [00:13<00:01, 57.46it/s]
Validating Fold 0: 94%|█████████▍| 854/905 [00:13<00:00, 55.85it/s]
Validating Fold 0: 95%|█████████▌| 860/905 [00:13<00:00, 53.98it/s]
Validating Fold 0: 96%|█████████▌| 867/905 [00:14<00:00, 56.56it/s]
Validating Fold 0: 96%|█████████▋| 873/905 [00:14<00:00, 57.27it/s]
Validating Fold 0: 97%|█████████▋| 882/905 [00:14<00:00, 65.91it/s]
Validating Fold 0: 98%|█████████▊| 889/905 [00:14<00:00, 55.41it/s]
Validating Fold 0: 99%|█████████▉| 895/905 [00:14<00:00, 47.55it/s]
Validating Fold 0: 100%|█████████▉| 901/905 [00:14<00:00, 45.51it/s]
Fold 0 Top-L Precision: 0.1516
labels = list(contact_results.keys())
data = list(contact_results.values())
plt.figure(figsize=(10, 6))
bplot = plt.boxplot(data, tick_labels=labels, patch_artist=True, medianprops=dict(color="black"))
colors = ['lightblue', 'lightgreen', 'lightcoral']
for patch, color in zip(bplot['boxes'], colors):
patch.set_facecolor(color)
for i, accs in enumerate(data):
x = np.random.normal(i + 1, 0.04, size=len(accs))
plt.plot(x, accs, 'r.', alpha=0.6)
plt.title('ESM Linear Contact Top-L Precision by Split Level')
plt.ylabel('Top-L Long-Range Precision')
plt.grid(axis='y', linestyle='--', alpha=0.7)
plt.ylim(0, 1.0)
plt.show()
print(f"{'Split Level':<15} | {'Mean Prec':<10} | {'Std Dev':<10}")
print("-" * 40)
for level, accs in contact_results.items():
print(f"{level:<15} | {np.mean(accs):.4f} | {np.std(accs):.4f}")
Split Level | Mean Prec | Std Dev ---------------------------------------- superfamily | 0.1332 | 0.0000 family | 0.1853 | 0.0000 fold | 0.1516 | 0.0000